{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EEG Power in Frequency Bands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n",
    "\n",
    "**This example is not ready. We need your help to help us create a small example on how to compute do frequency power analysis for EEG data!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import neurokit2 as nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [15, 5]  \n",
    "plt.rcParams['font.size']= 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EEG Frequency Bands\n",
    "\n",
    "From fastest to slowest:\n",
    "\n",
    "  - **Gamma** (30-80 Hz)\n",
    "  - **Beta** (13-30 Hz): Strongest in the frontocentral regions.\n",
    "    - **Beta 1** (13–16 Hz)\n",
    "    - **Beta 2** (16–20 Hz)\n",
    "    - **Beta 3** (20–28 Hz)\n",
    "  - **SMR** (13-15 Hz): Sensorimotor rhythm over the sensorimotor cortex. SMR typically decreases in amplitude when the corresponding sensory or motor areas are activated.\n",
    "  - **Alpha** (8-13 Hz): Strongest in the occipital areas at the back of the scalp (visual cortex). Alpha power is assumed to be inversely related to cortical activation. Alpha power could be regarded as an index of top-down processing, representing a mechanism for increasing the signal-to-noise ratio.\n",
    "  - **Mu** (9-11 Hz): The mu rhythm can be found in the frontoparietal region: over the motor cortex, in a band approximately from ear to ear.\n",
    "  - **Theta** (4-8 Hz): Midline theta is usually maximal in the frontal or fronto-central regions.\n",
    "  - **Delta** (1-4 Hz): Strongest in frontal areas. Inhibition of the sensory afferences (Harmony, 2013).\n",
    "\n",
    "Note that the ranges are approximate and artificial, and studies are quite [inconsistent](https://sapienlabs.org/the-remarkable-inconsistency-of-frequency-band-definitions/) in their definition. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the NeuroKit package and other useful packages\n",
    "import neurokit2 as nk\n",
    "import mne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [15, 5]  \n",
    "plt.rcParams['font.size']= 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw = nk.data(\"eeg_1min_200hz\")\n",
    "\n",
    "events = mne.find_events(raw, stim_channel='STI 014', verbose=False)\n",
    "event_dict = {'auditory/left': 1, 'auditory/right': 2, 'visual/left': 3,\n",
    "              'visual/right': 4, 'face': 5, 'buttonpress': 32}\n",
    "              \n",
    "sampling_rate = raw.info[\"sfreq\"]  # Store the sampling rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Effective window size : 1.280 (s)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\domma\\AppData\\Roaming\\Python\\Python39\\site-packages\\mne\\viz\\utils.py:137: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  (fig or plt).show(**kwargs)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<MNELineFigure size 720x252 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectrum = raw.compute_psd(method=\"welch\")\n",
    "\n",
    "fig = spectrum.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Frontal Alpha Asymmetry (FAA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Frontal Alpha Asymmetry (FAA) is the difference between right and left alpha activity over frontal regions of the brain (Davidson et al., 1990). Relatively higher right to left alpha power has commonly been interpreted as relatively higher left to right brain activity (Reznik and Allen 2018). The laterality quotient (LQ) is calculated by subtracting left alpha power from right alpha power ($log_{right} - log_{left}$).\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subtracting Evoked from Epochs\n",
      "    The following channels are not included in the subtraction: STI 005, STI 006, STI 014, STI 015, STI 004, STI 001, STI 002, EOG 061, STI 003, STI 016\n",
      "[done]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>condition</th>\n",
       "      <th>epoch</th>\n",
       "      <th>EEG 001</th>\n",
       "      <th>EEG 002</th>\n",
       "      <th>EEG 003</th>\n",
       "      <th>EEG 004</th>\n",
       "      <th>EEG 005</th>\n",
       "      <th>EEG 006</th>\n",
       "      <th>EEG 007</th>\n",
       "      <th>...</th>\n",
       "      <th>EEG 051</th>\n",
       "      <th>EEG 052</th>\n",
       "      <th>EEG 053</th>\n",
       "      <th>EEG 054</th>\n",
       "      <th>EEG 055</th>\n",
       "      <th>EEG 056</th>\n",
       "      <th>EEG 057</th>\n",
       "      <th>EEG 058</th>\n",
       "      <th>EEG 059</th>\n",
       "      <th>EEG 060</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.000</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>4.603340</td>\n",
       "      <td>5.577354</td>\n",
       "      <td>5.549989</td>\n",
       "      <td>2.294839</td>\n",
       "      <td>1.603964</td>\n",
       "      <td>8.190367</td>\n",
       "      <td>6.997543</td>\n",
       "      <td>...</td>\n",
       "      <td>3.343396</td>\n",
       "      <td>3.490367</td>\n",
       "      <td>0.495476</td>\n",
       "      <td>2.107493</td>\n",
       "      <td>3.614102</td>\n",
       "      <td>4.115371</td>\n",
       "      <td>2.246272</td>\n",
       "      <td>3.192879</td>\n",
       "      <td>3.651536</td>\n",
       "      <td>4.649433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.995</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>4.130175</td>\n",
       "      <td>4.795339</td>\n",
       "      <td>4.697831</td>\n",
       "      <td>3.770529</td>\n",
       "      <td>1.905294</td>\n",
       "      <td>6.939186</td>\n",
       "      <td>5.987536</td>\n",
       "      <td>...</td>\n",
       "      <td>5.374473</td>\n",
       "      <td>5.517775</td>\n",
       "      <td>0.415732</td>\n",
       "      <td>2.847505</td>\n",
       "      <td>5.838453</td>\n",
       "      <td>6.378043</td>\n",
       "      <td>3.554294</td>\n",
       "      <td>5.083503</td>\n",
       "      <td>5.887976</td>\n",
       "      <td>6.621199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.990</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>3.757025</td>\n",
       "      <td>4.743189</td>\n",
       "      <td>4.512835</td>\n",
       "      <td>3.853489</td>\n",
       "      <td>1.749135</td>\n",
       "      <td>6.568133</td>\n",
       "      <td>5.846587</td>\n",
       "      <td>...</td>\n",
       "      <td>5.241180</td>\n",
       "      <td>5.575242</td>\n",
       "      <td>0.372363</td>\n",
       "      <td>2.161122</td>\n",
       "      <td>5.567885</td>\n",
       "      <td>6.417209</td>\n",
       "      <td>3.076908</td>\n",
       "      <td>4.609265</td>\n",
       "      <td>5.671409</td>\n",
       "      <td>6.621751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.985</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>4.266403</td>\n",
       "      <td>5.151007</td>\n",
       "      <td>4.877517</td>\n",
       "      <td>4.480817</td>\n",
       "      <td>2.083486</td>\n",
       "      <td>7.107199</td>\n",
       "      <td>6.292162</td>\n",
       "      <td>...</td>\n",
       "      <td>5.946933</td>\n",
       "      <td>6.280525</td>\n",
       "      <td>0.406884</td>\n",
       "      <td>2.435819</td>\n",
       "      <td>6.318629</td>\n",
       "      <td>7.134714</td>\n",
       "      <td>3.336008</td>\n",
       "      <td>5.231508</td>\n",
       "      <td>6.358379</td>\n",
       "      <td>7.110262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.980</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>4.025493</td>\n",
       "      <td>5.072771</td>\n",
       "      <td>4.691993</td>\n",
       "      <td>4.604783</td>\n",
       "      <td>2.055094</td>\n",
       "      <td>6.765428</td>\n",
       "      <td>6.090766</td>\n",
       "      <td>...</td>\n",
       "      <td>5.881406</td>\n",
       "      <td>6.355397</td>\n",
       "      <td>0.373503</td>\n",
       "      <td>1.838393</td>\n",
       "      <td>6.152002</td>\n",
       "      <td>7.161327</td>\n",
       "      <td>2.931837</td>\n",
       "      <td>4.898243</td>\n",
       "      <td>6.209309</td>\n",
       "      <td>7.028288</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 63 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    time      condition  epoch   EEG 001   EEG 002   EEG 003   EEG 004  \\\n",
       "0 -1.000  auditory/left      2  4.603340  5.577354  5.549989  2.294839   \n",
       "1 -0.995  auditory/left      2  4.130175  4.795339  4.697831  3.770529   \n",
       "2 -0.990  auditory/left      2  3.757025  4.743189  4.512835  3.853489   \n",
       "3 -0.985  auditory/left      2  4.266403  5.151007  4.877517  4.480817   \n",
       "4 -0.980  auditory/left      2  4.025493  5.072771  4.691993  4.604783   \n",
       "\n",
       "    EEG 005   EEG 006   EEG 007  ...   EEG 051   EEG 052   EEG 053   EEG 054  \\\n",
       "0  1.603964  8.190367  6.997543  ...  3.343396  3.490367  0.495476  2.107493   \n",
       "1  1.905294  6.939186  5.987536  ...  5.374473  5.517775  0.415732  2.847505   \n",
       "2  1.749135  6.568133  5.846587  ...  5.241180  5.575242  0.372363  2.161122   \n",
       "3  2.083486  7.107199  6.292162  ...  5.946933  6.280525  0.406884  2.435819   \n",
       "4  2.055094  6.765428  6.090766  ...  5.881406  6.355397  0.373503  1.838393   \n",
       "\n",
       "    EEG 055   EEG 056   EEG 057   EEG 058   EEG 059   EEG 060  \n",
       "0  3.614102  4.115371  2.246272  3.192879  3.651536  4.649433  \n",
       "1  5.838453  6.378043  3.554294  5.083503  5.887976  6.621199  \n",
       "2  5.567885  6.417209  3.076908  4.609265  5.671409  6.621751  \n",
       "3  6.318629  7.134714  3.336008  5.231508  6.358379  7.110262  \n",
       "4  6.152002  7.161327  2.931837  4.898243  6.209309  7.028288  \n",
       "\n",
       "[5 rows x 63 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bandpass filter in the alpha band\n",
    "raw.filter(8, 12, verbose=False)\n",
    "\n",
    "# epoch\n",
    "epochs = mne.Epochs(raw, events=events, event_id=event_dict, \n",
    "                    tmin=-1, tmax=3, baseline=None,\n",
    "                    reject=dict(eeg=100e-6, eog=200e-6),  # 100 µV, 200 µV\n",
    "                    preload=True, verbose=False)\n",
    "\n",
    "# remove evoked response\n",
    "epochs.subtract_evoked()\n",
    "\n",
    "# get analytic signal (envelope)\n",
    "epochs.apply_hilbert(envelope=True)\n",
    "\n",
    "# Get channels\n",
    "data = epochs.pick([\"eeg\"], verbose=False).to_data_frame()\n",
    "\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K8mDgUOB1VfXePmKXJGk6JvmSpJGR5Aa04mbXpw2Lnkrs7wWcwcpE62e0IfZ/6ydSLQfdtI+tgLvTfg+3o60CMPV7eBqtR//bwAscJSJJGgUm+ZKkXnU993egJVBvAtYC1gZ+ABxHS6a+X1Xn9xak1EmyCS3hn0r67wZcSVv+b2/a7+vvHUkiSeqLSb4kaUkluRFwb1YmSdsAZ9OSo98BXwR+VVVX9RakNEfd0n/3AB5Km0KyLa0mxAmsvEn1w6q6uLcgJUnLikm+JGnRdPOdt2RlQr8trVjej1iZAJ1QVef2FqS0wJJsytV7++9Mm9s/9Tt/PLDC3n5J0mIwyZckLZgk16f10k8l9PemrSt+PCsTnF9U1ZW9BSktsa6y/z24euK/Flf/u/hxVV3SW5CSpIlhki9JWm1dT/3dgYfRhivfCfgJV++lP7u/CKXR0y3DtxlXT/q3og3x/0r3+I09/ZKk1WGSL0mal64C/o60xH5n2jJ2U4nJMVV1eY/hSWMpyfrAA1l5w+xy2t/UEcB37OWXJM2VSb4kaZW6Xsc70BKPh9GGHR9Ll9hX1ak9hidNnO5v7k6sTPjvBnyXlvB/papO6y86SdKoM8mXJF1DkuvSehUf2j1CSzCOAL5tpXBp6XQrUjyE9re4M/BnuoQf+F5VXdFjeJKkEWOSL0kCIMm/sLK3/r7Aj1k5XPhk5wdL/evqYNyTlX+rtwWOov2tfrWqzuoxPEnSCDDJl6RlKsm1gO1ZmSzckJVz679RVRf0F52kuUiyEbAT7W94R+D3rLw596OquqrH8CRJPTDJl6RlJMnNWTkE/4G0tbunhv3+tKr+0WN4ktZAknVp1fqn5vJvDHyN9jf+9ao6v8fwJElLxCRfkiZcNwz/CcAjact2fZ32pf/Iqvpzn7FJWjxJNqfN4X8o8ADgROAw4JMubSlJk8skX5ImUJKbAI8G9gC2AD4FfBo4vqqu7DM2SUsvybWBfwUeB/w7cDzwMeCLVXVRn7FJkhaWSb4kTYjuS/zDaYn9DsBXaV/iv271bUlTklwPeATtvWI74HDgo8C3nMMvSePPJF+SxlhXaXt72pf1RwI/pSX2n6uqv/UZm6TR1xXueyztPWRT4BO095CfuaKGJI0nk3xJGkNJ7kj7Uv4E4Hzal/JPVNUZvQYmaWwluT3tfWUP4GJa7/7Hq+qPvQYmSZoXk3xJGhNJNgEeD+wJ3BQ4FPhYVf2i18AkTZQkoQ3j34NW2+OXtBuJh1XVX3sMTZI0Byb5kjTCkmwA/D/al+17Ap+nfdn+rnNnJS22JOvRKvTvAewIfIPWw//Vqrq8z9gkSdMzyZekEZNkHdqX6T1o611/l5bYf6mqLukzNknLV5IbAo+ijSa6I/AZ2nvTcc7fl6TRYZIvSSOgGx57T1pi/zjgVNqX509V1bl9xiZJw5JsDuxOS/ivzcrpQ7/pNTBJkkm+JPUpyfWBpwD/AaxNS+wPrarf9RqYJM1Bd4PybrQblLsDfwQOot2gvKzH0CRp2TLJl6QeJLktsBetF+wbwIHA9xzyKmlcdVONdgKeD9wZeB/w3qo6q9fAJGmZWavvACRpuUizY5IvAccBFwF3rarHVtWxJviSxllVXVlVX66qhwAPAjYGTk7ykSRb9xyeJC0b9uRL0iJLcj3aUNbnA/8A3kkbkm8RPUkTLcmNgacBzwP+RHv/+3xVXdFrYJI0wUzyJWmRdIWpngs8FTgWOAD4tj32kpabbij/I4AXALemzdv/QFWd12tgkjSBHK4vSQuoG5K/fZLDgJ8A6wDbVNWuVfUtE3xJy1E3lP+zVXV/4N+B2wO/S/KBJHfuOTxJmij25EvSAkhybdrSd88HrkcrpHdIVf2918AkaUQluRnwLNrqIifThvIfUVVX9RqYJI05e/IlaQ0k2STJ3sAKWpL/n8BWVfUuE3zNJMnBSWqaxwkDbVbM0ObNQ+faNclRSc5PckmSU5IckuRes8SwXpIDk5yb5KIkhyfZdKjNZkm+1O0/N8kBSa41sP+RSb6e5M9J/p7k+0n+faFeJ022qjqnqv4buBXwIdr75ylJXpTkBr0GJ0ljzCRfklZDkm2SHAqcBNwE+Neq2qmqvlpV/+g5PC2BJNdJ8ogkuyfZeDVOcRSwydDjoUNt9p6mzRsHYtgHOAz4BbArsCXwWNrv5X6zXH9/YDfg8cD2wPWBLydZuzv32sARwAbd/scDjwLeNnCOBwDfAh4G3B34CvD5JNvP5QWQAKrq8qr6eFXdG3gCsA3wh+4m1BY9hydJY8fh+pI0R0nWpSVFL6AtDfUu4ENV9dc+49LSS7It8AXgZt2mK4GXV9U75nj8wcCGVfXwVbRZAbyrqt46w/57AycAL6iqA6bZn5lqQHS9pH8GnlJVh3bbbgmcBuxcVUcm2ZmW5G9eVad3bfYAPgjcrKr+NsO5fwAcU1Uvmem5SbNJcgvaMP5nAj+iDeX/unVNJGl29uRL0iyS3DDJq4E/0OaP7gvctqreZoK//CRZD/gcKxN8aAUW394l3ktld+BC4N3T7ZwlGdoaWBf4+kD702nzorfrNm0LnDyV4HeOBNbrjp/JBsBfZgteWpWqOqOq/gvYnDZaZV/gpCTP7v4GJUkzMMmXpBkkuX6S/wJ+S6sE/bCq+teq+ryFoZa1B9FGckxnj3mcZ6ckFw493jLUZp9p2kz1/m8BnFpVV041TvKcobabzXDtjYGrgHOHtp898Nw27n4edG533LTPP8lzgU2Bj67ieUtzVlWXVNWHgbsBzwZ2AX6b5FmD9SEkSSut03cAkjRqklwPeB7wElpP532r6pR+o9IIuc4q9l13Huf5Lm0o8qC/Dv38dlpBskFnruKch9J+Z+8EfJ4lvJmfZDdaHYDHVtVpS3VdLQ/dyJTvAN/pRsy8AXhVkv8GPlJVV/QaoCSNEHvyJanTFVJ7MfB74B7ADlW1hwm+hhwNXDbDvq/M4zwXV9Xvhh7DPevnTdPmom7fKcBtuloRAFTVBVX1O+BPs1z7LGBtYMOh7Rt1+6babDS0f8PuuLMGNyZ5FK33/olV9aVZrj1WJmglhAckOS7Jed21f53kpQv1Oi2lqvp+Ve1EGzmzO3BykidOFY2UpOXOJF/Sspfk2kn2An4H3A94SFU9tqpO6jk0jaCqOo9WfHHYZ2m950vlE8D1gL1W49gfA1cAO05t6JLGrYDjuk3HA1sNJZM70m5w/HjguMfQEvwnV9VhqxHLOJiElRAuBA4A7g/coYvtDUmeM5cXYBRV1bFV9SDg6cAzgF8lebzJvqTlzur6kpatrpfrqbS1mX8GvK6qftJrUBobSe5G60m8Hq0g3eFzXT6xq65/C2DPoV1XVdWfuzYrgEOA9wy1uaSqLujavAV4KW2lh8OAP9J6358JPA3YbKhw3mAM76HNb34ycB5tasCNgK2r6qouUfoZrQr/S2hLRR4CfK6q9urO8Thagv9S4FMDp7+8qs6fy2ux2Lrn8Uzaa31d4GvAvnONb8JXQvgccFlVPX6m5zYukgR4MPDfwPrA62m/qy5pKmnZsSdf0rKTZN0kT6MNd34EsFtV7WKCr/moqp9V1Uur6j+q6gurkUw8mDa/fvDx06E2r52mzUEDMbwCeAxwZ+Bw2miUz9GSnPvPlOB3XkgbefAp4Hu0nt5dpopKdv99GHBxt/9TtNEKg0O8n02r77P/UIyfm+NrsBTeQ1uBYFvgrsAraPO651M/YU2N3EoISe7eHf+duT2F0VbNN2ivxcto/84/SfKI7gaAJC0b9uRLWjaSrAM8gZY4/YHWc/+9fqOStFiS3I52M286z66q983hHAfTRmxcOrTroO4my1RP/ia0KRCDHldVX07yVeDmVXXXgfM+h7Ys3JQ7VNUfp7n+7sBHgHUHbwYk+Rbw26p6VpL305b1fODA/nTx7FlVnxjY/ifgprSbM2+oqr1new3GUff8d6FNo7iS9r7/1VluqEjSRLC6vqSJ1w3XfSzwOtqSYE+tqonovZK0SqsqaHdvYNYkvzNJKyFsTxvpcR/gLUn+UFUTt+Rhl8wfnuTLwP+j3VB5TZLXAkeZ7EuaZCb5kiZWkrVoxapeD/wNeC7wTb/cScvGGavYN9sKBIMu7lYtWJXzVtHmFGD7JOtOLfXW1VW4IMkNZznv4EoIfx7YvhFwzECb+w4dN+1KCFX1h+5/f5FkI9r748Ql+VO6aTSfTfJ52tSWA4Fzkry2qo7uNThJWiTOyZc0cdLsSpvf/HJa0bDtqsreG2l5OQb4+TTbL+aave6LaSRWQpjGWrR5+xOvqv5RVZ8E7gh8APhgkm8mGb45IkljzyRf0sTokvuHAT+iDc3/L2Cbqvqayf2qTdBa4Jsk+Xi3BvhV3XxqLVNdL+7DGShaB/wGeGhVnTaPU62XZOOhx02H2mwwTZsbdHGcQBsuvl+SdybZPsnmSbahFS8EuGqG53AB7YbEvkke3BXM+yhwIm1pP7rn9yvgI0nunuTBtGX5PjBVWT/JXkkenuR23eNptCKKH5vH6zD2quqqbnrClrQpEx9LcmS3AoIkTQQL70maCEkeALyF1lv2OmB1qp0vW5l5Sbd/LoWWmZd0u7CqLuza7EOran0gbZ7xacCNgYfQlvvaYRUxvIe22sGTWLmk2w255pJu5wEvZuWSbp8dWNLtVt2+n9DmUJ9SVU+e+yuhSdUNTb8usGI+N/26v40nTbPrjKratGuzAth8mjaHVtUeA+fajTZt6O60efFnA8fSivgdM83xU8etB7yVVqX/OsA3gecMVtNPshmtev8DgUtoCezLquqybv8LaWvJ34pWiO73tCX23ruc3yu7m4RPpt0UPhF4ZVX9stegJGkNmeRLGmtdT+9bacsmvRL41HL9wprkJsCrgZ1pX/I/BhxYVVfO4diDmbC1wLuCW+ea5EuaTXcj5Vm0ZP/jwOur6q+9BiVJq8nh+pLGUje0+1W0nt1TgK2q6hPLOMG/Lm296xfT5ureg9YT/uElDGPk1gKXpLmoqsu6m5N3pI34ODnJU7oCrpI0VnzjkjR2unn3v6QtAbVNVb22qi7uOay+7UH7cjpszyR3mOM5dkpy4dDjLUNt9pmmzVTv/xbAqYMjB5I8Z6jtZjNce2PanORzh7af3e2banP20P5zu+M2RpLWUFX9uaqeCexCm/Jz3Gz1RCRp1LiEnqSxkeQ2wP7A7YG9qupr/UY0Uu45y76T5nCOSVoLXJJWW1X9qKu8/0Tg8G76z6ur6s+zHCpJvfPLlqSRl+R6Sd4IfJ9WpOrOJvjXcPpq7ht0cVX9bugx3LN+3jRtLur2nQLcJsm6U42r6oJu7fDZ1iQfXAt80EasXOf7rO7nQdOuBS5Ja6pbdu9gWiX+vwMnJXleEjvJJI00k3xJIyvNo2nzsm8N3LWq3jJVLVpX82Hal9BhP6fN1V8Ko7oWuCSttu5m5YuBHYBHAj9Jcv9+o5KkmXknUtJISnJH2jJsNwH2qKrv9hzSSKuqM5L8G215u7t2m48AnjmPYoTrJRme237V0PDUDaZpc0n3JfiEJFNrgW8OHAb8kdb7PjUNYMa1wJNMrQV+DiuX0JtpLfCX0H43rrYWOECSu3X/e33gH93Pl1fVXKYsSNK0qupXSR4EPAr4WJJjacsUntFzaJJ0NS6hJ2mkdEupvR54ArA3bQ3nWZeAU5MkwCbApVPr28/xuIOZgLXAuzbTfbCdVlW3munakjQfSa4HvAp4Nu196x2OMpM0KkzyJY2EbpmiJwFvAixwJEkaeV1B2HfQ5u2/oKq+2nNIkmSSL6l/Se4JvKv7ca+q+mGf8UiSNB9JHgq8k1ZD5kVV9fueQ5K0jFl4T1Jvktw0yQeALwHvA7YzwZckjZuq+gptqdDjge8n2TvJdXsOS9IyZZIvacklWSfJ82hF1C4Etqqq/51HgThJkkZKVV1WVf9Dq0eyBXBykkd1tVIkack4XF/SkkqyPW1o/nnA86vqlz2HJEnSgkuyA22VmLNpn3eu8CFpSdiTL2lJJLlekncBHwf2AR5kgi9JmlRVdTStV/9w4DtJXpXE5aslLTqTfEmLLsl9gZ8BGwB3rqpPl8OIJEkTrqqurKoDgHsCDwaOTXL7nsOSNOFM8iUtmiTXTrIvcBhtLfMnVdVfew5LkqQlVVWnATsCHwW+l+QF3dKxkrTgnJMvaVEk2Rr4CG05of9wzXtJkiDJ7YCDgcuBp1bVH/qNSNKk8Q6ipAWVZN0krwe+ArwReLQJviRJTVX9Frg/7XPyB0meYQV+SQvJnnxJCybJnWi992cCz6iq/+s5JEmSRlaSO9I+N88Bnl5VZ/QckqQJYE++pDWWZO0kLwe+DRwEPNwEX5KkVauqXwH3AU4AfprkCfbqS1pT9uRLWiPd3MJDgEtpcwtX9BuRJEnjp6tlcwjwG1otm3N6DknSmLInX9JqSbJWkr2A44BPAA82wZckafVU1Y9pS+39Dvh5kkf2HJKkMWVPvqR5S7I58GHgusCTquqUnkOSJGliJNmO1qt/AvD8qvpLzyFJGiP25EuaszRPBX4EfB24nwm+JEkLq6qOA+4G/BU4MclOvQYkaazYky9pTpLcHPgAsAmt9/4XPYckSdLES/Ig2ui5rwEvraq/9xySpBFnT76kVep67x8P/JTWg38fE3xJkpZGVX0TuDOwNq1Xf4deA5I08uzJlzSjJDcF3g3cgdZ7/6OeQ5IkadlK8jDg/cBngFdV1SU9hyRpBNmTL2laSR4O/BxYAWxtgi9JUr+q6gjgLsDNgJ8luVfPIUkaQfbkS7qaJOsA/w3sDjyhqo7tOSRJkjQkyWOAdwGvBd5XfqmX1DHJl/RPSW5GW/P+H8DuVfXnnkOSJEkzSLIF8FngJ8B/VNXFPYckaQQ4XF8SAEm2BX4MHA/sZIIvSdJo65axvQ+tKN/xSW7bc0iSRoBJvrTMddXz9wK+QOsF+K+quqrnsCRJ0hxU1UXAnsD7gOOS/HvPIUnqmcP1pWUsyfWADwBbAbtV1ak9hyRJklZTkvsAnwY+Bry2qq7sOSRJPbAnX1qmktwe+D5wKbCdCb4kSeOtqk4AtgbuBRzZ1dqRtMyY5EvLUJLdgGOAdwJPc51dSZImQ1dTZydajZ0fdb37kpYRh+tLy0i3PN6bgd2AR1fVj3oOSZIkLZIkuwAfAvYGDnKZPWl5MMmXlokkGwOfAi4G9qiq83oOSZIkLbIkt6Ets/cr4JldoT5JE8zh+tIykGR74EfAt4CHmeBLkrQ8VNXvgW2By4HvJ9mi55AkLTKTfGmCdcvjvQg4DHh6Vb2hqv7Rd1ySJGnpdLV3nkqrxXNskkf2HJKkReRwfWlCJdmANg/vX4BHVdWKfiOSJEl9S3JP2s3/zwCvcpk9afLYky9NoCR3AH4A/AW4nwm+JEkC6Irubg3cGfhmV7NH0gQxyZcmTJLHAt8B3lJVz6qqS/uOSZIkjY6uNs/DgG/Tltm7X88hSVpADteXJkSSawH7ArsAu1XVz/qNSJIkjbokOwMH05bY3d9l9qTxZ5IvTYAkm9Dm150PPLGq/tJzSJIkaUwkuRXte8Tvgae6zJ403hyuL425JFsBxwNHAo8wwZckSfPR1e65H3AJcHSSjfqNSNKaMMmXxliS+wNHA6+pqr1dHk+SJK2OrobPU4AjgOOSbNFzSJJWk8P1pTGV5DHAu4Ddq+qovuORJEmTIcnTgH2AR1bVcX3HI2l+TPKlMZMkwIuBFwIPq6oT+41IkiRNmiQ7AR8BnlVVn+87Hklzt07fAUiauyRrA28HHgRsV1Wn9xySJEmaQFX1tS7R/1KSTavqwL5jkjQ39uRLYyLJdYCPATeiDZ/7a78RSZKkSddV3v8qba7+y63/I40+C+9JYyDJhsBRwKXAzib4kiRpKXSV9+8L3Bv4RJJr9xuRpNmY5EsjLsm/AN8DvgvsWVWX9RySJElaRqrqfGBHIMCRSW7Uc0iSVsEkXxphSe4JHAu8s6pe5RA5SZLUh26JvccBPwK+l2TznkOSNAML70kjKsnDgP8FnlFVX+w7HkmStLx1nQ0vSXI6LdHfpap+2ndckq7OwnvSCEryTOANwP+rqhP6jkeSJGlQkt2A99CmEh7ZdzySVjLJl0ZIkgB704bD7VxVv+s5JEmSpGkluS/wWeBVVfW/fccjqTHJl0ZEkmsBHwC2BB5eVX/uOSRJkqRVSnJ72hJ7hwB7l8mF1DuTfGkEJLk+7U74JcDjqurinkOSJEmakyQbA18Gfg48u6qu6DkkaVmzur7UsyS3AI4Bfkubg2+CL0mSxkZVnQXsAGwCHJ5k/X4jkpY3k3ypR0nuBBwHfBx4blVd1XNIkiRJ81ZVFwL/DvwJ+E7Xuy+pByb5Uk+S7AB8C3h1Vb3FOWySJGmcVdWVwDOBzwPHJ9mq55CkZck5+VIPkjwUOJg2//5bPYcjSZK0oJI8CXgL8G9V9fO+45GWE3vypSU2kODvYoIvSdJoSHJwkprmccJAmxUztHnz0Ll2TXJUkvOTXJLklCSHJLnXLDGsl+TAJOcmuSjJ4Uk2HWqzWZIvdfvPTXJAt0LPbM/jooV6reaiqg4BngccmeSuS3ltabkzyZeW0FCC//2ew5EkSVd3FK143ODjoUNt9p6mzRundibZBzgM+AWwK21p3McCJwH7zXL9/YHdgMcD2wPXB76cZO3u3GsDRwAbdPsfDzwKeNvAOV4wTXynAp+ew/NfUFV1GCb60pJzuL60REzwJUlaXN2StK8EHgFcCXwKeFtVXTaHYw8GNqyqh6+izQrgXVX11hn23xs4AXhBVR0wzf7MVIMnyQ2APwNPqapDu223BE4Ddq6qI5PsTEvyN6+q07s2ewAfBG5WVX+b5rz3BY4F7ltVx8303BZTkkcB78Kh+9KSWKfvAKTlwARfkqTFlWRd4BvANgOb7wJsl2SXJSpwuztwIfDu6XbOEsPWwLrA1wfan57kZGA74EhgW+DkqQS/cySwXnf8t6c57zOAX/WV4EPr0U8CrUffRF9aZA7XlxaZCb4kSUtiV66e4E95GC1Jnoudklw49HjLUJt9pmkz1fu/BXBqV2UegCTPGWq72QzX3hi4Cjh3aPvZ3b6pNmcP7T+3O+4aS9Z1owMeA3xglue96By6Ly0de/KlRWSCL0nSkrnnKvbdC/jeHM7xXdoScIP+OvTz24EPDW07cxXnPJTWO38n2tJyS9nJtkd3vY8u4TVnZI++tDRM8qVFYoIvSdKSOn0V+/44x3NcXFW/m6XNeatocwqwfZJ1q+oKgKq6ALggyQ1nOe9ZwNrAhrS5+VM2Ao4ZaHPfoeM27I47a5pzPgP4bFWdP8u1l4yJvrT4HK4vLQITfEmSltyhXHOoO8DvgS8vUQyfAK4H7LUax/4YuALYcWpDt3zeVsDUfPrjga2GltXbEbisO56BY7cB7soIDNUf5tB9aXHZky8tMBN8SZKWXlX9JcmDgfezcm7+N4FnVtXlczzNekmG57ZfVVWDPesbTNPmkqq6oKpOSLIvsF+SzWlL6f2R1hs/NQ3gqhnivyDJh4B9k5wDnEebGnAibWk/aMP+fwV8JMlLgJvQluX7wDSV9Z8J/Laqjp7TM19i9uhLi8cl9KQFZIIvSVL/kmxES86n69mf6ZiDgSdNs+uMqtq0a7MC2HyaNodW1R4D59oNeC5wd2B9WrG8Y4GDquqYaY6fOm494K20Kv3Xod2keM5gNf2ucN+7gQcCl9BGMLxscJnAJBvQ6gTsXVX7zvbc++TyetLCM8mXFogJviRJ0vyZ6EsLy+H60gIwwZckSVo9Dt2XFpZJvrSGTPAlSZLWjIm+tHBM8qU1YIIvSZK0MEz0pYVhki+tJhN8SZKkhWWiL605k3xpNZjgS5IkLQ4TfWnNmORL82SCL0mStLhM9KXVZ5IvzUOSnTDBlyRJWnRDif6OVfWLvmOSxoFJvjRHSe4JfAR4hAm+JEnS4usS/XWBryTZtqr+1HdM0qgzyZfmIMm/AF8Enl5Vx/cdjyRJ0nJRVZ9Icgvgq0nuV1UX9B2TNMpSVX3HII20JDcBjgPeWVXv7jseSZKk5SZt3P4BwB2Bnarq8p5DkkaWSb60CkmuAxwFHFNVr+w7HkmSpOUqydrAYcBFwJ5lIiNNyyRfmkH3QfJp4DJgj6r6R88hSZIkLWtdB8w3gaOr6tV9xyONIufkS9PohoS9HbgxbUiYCb4kSVLPquqSJP8OHJfkj1X13r5jkkaNSb40vRcBDwLuV1WX9R2MJEmSmqo6N8nOwDFJzqiqL/UdkzRKHK4vDUnyGOBtwHZVdXrf8UiSJOmaktwLOAJ4eFX9oO94pFFhki8NSHJ/WkGXHavq533HI0mSpJkleTjwAdroy9/3HY80CtbqOwBpVCS5A/AZYHcTfEmSpNFXVV8GXg98NclNew5HGgkm+RKQZBPgK8DLquqovuORJEnS3FTV+2gdNYcnuW7f8Uh9c7i+lr0kGwDfAT5bVfv0HY8kSZLmp1sZ6SPABsBuVXVVzyFJvTHJ17KWZF3gS8AfgWeVfxCSJEljKcm1aCMzfw3s5fc6LVcO19ey1d3xfR9wFfAcPwgkSZLGV1VdDuwG3B94ac/hSL1Zp+8ApB69Frgz8K9VdWXfwUiSJGnNVNUFSR4KHJfkT1X1ib5jkpaaSb6WpSRPBZ4EbFtVF/YdjyRJkhZGVf0pycOAbyY5s6qO7jsmaSk5J1/LTpKdgIOBB1TVb3oOR5IkSYsgyQOBTwAPrKpf9R2PtFSck69lJck9aJVXH2mCL0mSNLmq6lvAi4CvJLl53/FIS8Xh+lo2ktyKVkn/2VV1XM/hSJIkaZFV1ceTbEZL9O9fVX/rOyZpsTlcX8tCkvWB7wPvr6p39h2PJEmSlka3otJBwK2Bh1fVVT2HJC0qh+tr4nVv7B8CjjfBn58kByepaR4nDLRZMUObNw+da9ckRyU5P8klSU5JckiSe80Sw3pJDkxybpKLkhyeZNOhNpsl+VK3/9wkB3Rr5U53vvsluTLJL9fktZEkSeOhWyb5+cB1gdf0HI606EzytRw8H7gdsFffgfSpu9mxOo4CNhl6PHSozd7TtHnjwLX3AQ4DfgHsCmwJPBY4CdhvluvvT1vz9vHA9sD1gS8nWbs799rAEcAG3f7HA48C3jZ8oiQ3otVk+ObsT1uSJE2KbrnkxwJPT7Jz3/FIi8nh+ppoSe4LfA64T1X9oe94+pDkEcDrgbsCp9KS6vfXHP74kxwMbFhVD19FmxXAu6rqrTPsvzdwAvCCqjpgmv2ZKZYkNwD+DDylqg7ttt0SOA3YuaqO7D6ojwA2r6rTuzZ7AB8EbjY49y7J54CfAwEeVVV3muUlkCRJEyTJ/YDPAveuqhU9hyMtCnvyNbGSbAR8CnjqMk7wHwp8AbgbLbG9DfBe4LlLGMbuwIXAu6fbOcvNhq2BdYGvD7Q/HTgZ2K7btC1w8lSC3zkSWK87HoAkzwE2YmCEgSRJWl6q6ljgzcBhSa7ddzzSYjDJ10RKsg7wSeDDVXVE3/H06FUzbH91krn+/e+U5MKhx1uG2uwzTZup3v8tgFO7YXJAS7iH2m42w7U3Bq4Czh3afna3b6rN2UP7z+2O27i73p2B1wF7WGxH0iSYpJopSa6VZO8kf0hyWZI/Jnn+QrxO0gz2p41uvMYIQ2kSuISeJtU+wOXAG/oOpGe3n2H7JrQ57BfM4RzfBZ45tO2vQz+/nVbccNCZqzjnobTe+TsBn2cRbzgmWY82ouOly3VEh6SJdRSw59C2y4d+3ht4z9C2C6f+p6uZ8grgwK7tacCNgYfQpnftsIrr7w88glYL5TzaZ8GXk2xdVVcN1Ew5j1Yz5SbAIbSRZYN1cj4JbEr7rPktbdTVdVZxXWmNVFUleRrwgyRPqar/7TsmaSGZ5GviJPl/wOOAre215dfATafZ/n/A3+d4jour6neztDlvFW1OAbZPsm5VXQFQVRcAFyS54SznPQtYG9iQNjd/ykbAMQNt7jt03IbdcWfRbmhsBfxvkqkP8bVo5QCuBB5aVV9HkpZY16P9dODfacn5p4BPVNU/5niKy6rqrFna/H2mNl3NlFdzzZoppwE/TbLvKmK/AfA0Ws2Ub3Tb9uyOfTBt2tRDgDty9ZopLwc+mOQ/q+pvSR4CPAi4TVVNjdpaMctzktZYVf09ySOB7yb5WVX9tO+YpIXicH1NlCRbAO+jFVUbHuK9HL0JmG7O+5vm8SVyTX0CuB6rt7rBj4ErgB2nNnRDQbcCjus2HQ9sNTREdEfgsu74M4A70+oSTD3eC/yu+//jkKQl1vVyf5G2dve/AbsAH2OG+iWLZBRqpuwK/BB4cZI/JfltN6R//fk/HWl+qupk4Hm0+fk36jseaaGY5GtiJLkerVrqa6vqh33HMwqq6mu0oZQ/Aa6k9ao/g/l9iVwvycZDj+HRARtM0+YGXQwnAPsC+yV5Z5Ltk2yeZBvg2d3x04646Hr8PwTsm+TBSe4OfBQ4kTZMFdoXzF8BH0ly9yQPpg0x/UBV/a2qrqiqXw4+gHNoPWC/rKoLr3nlxTUpc2mT7DBDjFsu1GslTbCHATtNs/1ZaXVE5mLsa6YA/wLcj7YCzG60hGsn4OA5PH9pjVXVp4AvAR/N3OsVSSPN4fqaCElC68H/SfdfdarqS7QPr9X1YK45v/4M2vzJKa/tHoMOBfboYnhFkh/Qqvo/EVif9sXvWOD+Q708w15Iu0HxKdoczW8CT5yaitHN+3wY7cbF94BLumu/bF7PcjUkuT5tNMDZVfWbeR4+KXNpoQ3HPX/g5z8jaTb3X8W+7YFfzOEcY10zpbMWbcTZ7t2NXZI8DzgyyUZVNXyTQFoMLwO+TStYvE/PsUhrzCRfk+I/aEOyt53L+u+am6p6MvDkWdrcao7n+ixtpMV8Y7iMllTOONy/qv4IPHym/dO0fz3w+vnGMijJi4H/Bq7b/fxt4HFVdc4cTzH2c2kHTnmO02OkeVvVzbC5/j2Ne80UaDcczphK8Dsnd//djGuOBJAWXFVdkeSxwA+T/GDqs1EaVw5J0dhLch9awrZbVV3cczhaBrqhrm+jS/A7/wp8ZAnDGIW5tFN+lOTMJN9M8q/zehbS8nUobeTRsLNYs9FX89F3zRRoI7BuPjQHf4vuv6etRlzSaqmqM2ifrR9dxTQVaSyY5GusdXPDPw08Yw69GdJCecYM2/9tHl8MJmEu7Zm0UTS7AY8EfgN8M8n2c3oFpGWsqv5EmzJzxsDmXwM7V9V0yf90xrpmStfm47RpQf+b5I5J7gu8EzhsHiOjpAVRVUfTbuJ/Jm0JXmksOVxfY6ubM/xx4NCq+mLf8WhZ2XAV+24C/HEO5xj7ubRdHYLBWgTHJ7kVbW7jMdMeJOmfquob3d/M3Wm94ifOc+WTsa+ZUlUXdsn/gbQq+38BvgC8ctZnLy2Ot9JGs70DeE7PsUirxSRf4+wNtCTmNX0HomXnO6wc1j7oXOCkOZ5jEubSTuf7wONmub6kTjcaZ94rwkxSzZTuhuFD5nt9aTFUVSV5Cm1+/p5V9dG+Y5Lmy+H6GktJdgGeBDx+cLiytETeDvx+mu0v6b70LoVRmEs7nbux6tEGkiSNtO6m+W7A25Pcpe94pPmyJ19jJ8ltaEOYH+F8PfWhqs7t5qw+j9bbfTbwvqr63jxOs16SjYe2XVVVgz3rG0zT5pKquqCqTugq6O+XZHPgMNo0gY1YOQ1gxrm0Sabm0p7DyiX0ZppL+xLaNISrzaVN8kJgRdfuWrThv7vSvhhJkjS2quoX3efcZ5Pcc2gFCGmkxdXGNE6SXIfWw/ihqjqw73ik1ZHkYNpIlGFnVNWmXZsVwObTtDm0qvYYONdutLm0d+fqc2kPqqoZ58V3BYXeSqskPDWX9jmD82+7wn3vBh7IwFzaqdEK3ZJ6z6DN/72Eluz/T1V9ZdYXQZKkMZDkIODmwCNdplnjwiRfYyNJgA/TlvB6gm+0kiRJWkzdTfHvAJ+vquFVcKSR5HB9jZOnA/cC7m2CL0mSpMVWVZcleTStEN8Pq+pbfcckzcaefI2FJFvRlhy7X1eFV5IkSVoSSXYE/he4S1Wd33c80qqY5GvkJVmHVvH7f6vqPX3HI0mSpOUnyTuBDavqCX3HIq2KS+hpHLwC+Cvw3p7jkCRJ0vL1KuBeSR7VdyDSqtiTr5GW5G7AN4B7DFb9liRJkpZakm2BzwN3raqz+45Hmo49+RpZXTXTQ4CXmuBLkiSpb1V1PG1u/nu7lZ+kkWOSr1H2WmAF8JGe45AkSZKmvB64LbBHz3FI03K4vkZSknsDXwTuVlVn9R2PJEmSNCXJ3YEjaVNK/9R3PNIge/I1cpJcl9Z7v5cJviRJkkZNVf0UOBD4kMP2NWpM8jWK9gF+UlWf6TsQSZIkaQZvBm4MPLPvQKRBDtfXSEmyA3AocJeqOq/faCRJkqSZJbkD8F1gm6o6te94JLAnXyMkyQa0aqXPMsGXJEnSqKuqk4D/AQ5OYm6lkWBPvkZGkvcB61TV0/qORZIkSZqLJGsDRwOfq6p39ByOZJKv0ZBkJ+C9tGH6f+s7HkmSJGmuktwG+D6wfVWd3Hc8Wt4cUqLeJbkR8EHgaSb4kiRJGjdV9XvgNcAhSdbpOx4tb/bkq3dJPgr8tar26jsWSZIkaXV0S+kdCXynqvbpOx4tXyb56lWSRwJvAe5WVRf1HY8kSZK0upLcEvgJsGNV/azncLRMOVxfvUlyM+Ag4Ekm+JIkSRp3VXU68FLasP31+o5Hy5M9+epFN5zpMOB3VfWKvuORJEmSFkL3PfcLwC+r6j97DkfLkEm+epFkD+CVwD2r6tK+45EkSZIWSpKNgZ8Bj6iq7/ccjpYZk3wtuSSb0uYq7VxVP+47HkmSJGmhJXk08Ebg7lV1cd/xaPkwydeS6oYvfRU4vqre0Hc8kiRJ0mJJ8gngrKp6Ud+xaPkwydeSSvIM4NnAfarqir7jkSRJkhZLkpsAJwKPr6rv9h2PlgeTfC2ZJBsCJ9GWFPl53/FIkiRJi61bMnpv2rB9O7m06FxCT0tpH+CTJviSJElaRj4P/B/w3L4D0fJgT76WRJKtgSOArarqL33HI0mSJC2VJFsCxwB3qqqz+45Hk80kX4suyVrAscCHq+qDfccjSZIkLbUkbwVuXFVP7TsWTTaH62sp7AmsA3y470AkSZKknuwN/FuS+/QdiCabPflaVEluAPwa2LWqvt93PJIkSVJfkuwJvAC4d1Vd1Xc8mkz25GuxvQ74igm+JEmSxMeASwGH7GvR2JOvRZPkDsB3gDtW1Tl9xyNJkiT1Lcndga9iQWotEpN8LYokAb4BfKmq3tl3PJIkSdKoSPIe4Mqq2qvvWDR5TPK1KJI8ijZU/+5VdWXf8UiSJEmjIslNgJOAh1TVz/uOR5PFJF8LLsl1gZOBJ1XV0T2HI0mSJI2cJM8GdgceUCZlWkAW3tNieCVwvAm+JEmSNKMPAOsDj+s7EE0We/K1oJL8C/BD4K5V9ae+45EkSZJGVZLtgE8DW1bVhX3Ho8lgT74W2juAt5ngS5IkSatWVccB3wL+q+9YNDnsydeCSbIzcABwp6q6rO94JEmSpFGXZBPgF8B9q+o3fcej8WdPvhZEkvWAdwIvNMGXJEmS5qaqzgT+B9i/W4ZaWiMm+VooLwR+U1VH9B2IJEmSNGYOADYHduk7EI0/h+trjSW5BXAicO+q+l3f8UiSJEnjJsmDgfcDd6yqS/qOR+PLnnwthP2A95jgS5IkSaunqo4CfgK8tO9YNN7sydcaSXJ/4GPAVlV1Ud/xSJIkSeMqyebAj4Gtq+q0vuPReLInX6styTrAu4CXmuBLkiRJa6ZL7A8A3tZ3LBpfJvlaE88GzgU+03cgkiRJ0oTYD7hHkgf1HYjGk8P1tVqS3BA4BXhgVf2y53AkSZKkiZHkEcAbgbtW1T/6jkfjxZ58ra4XAUeY4EuSJEkL7nDgQuAxfQei8WNPvuYtyY1pvfjbVNWpfccjSZIkTZokOwIH0pbUu6rveDQ+7MnX6ngp8DkTfEmSJGnRHAX8Gdi970A0XuzJ17wkuSnwa+AeLushSZIkLZ4kOwAfBLasqiv7jUbjwp58zdfLgE+a4EuSJEmLq6qOBv4IPLHnUDRG7MnXnCXZGDgJuEtV/anveCRJkqRJl+R+wEeB21fV5X3Ho9FnT77m4xXAR03wJUmSpKVRVcfSil4/pe9YNB7sydecJLkF8AvgDlV1Vt/xSJIkSctFknsDnwFuV1WX9R2PRps9+ZqrVwEfNsGXJEmSllZVfR84EXh637Fo9NmTr1kl2Qz4Ka2q55/7jkeSJElabpJsDRwO3LaqLuk7Ho0ue/I1F/8JvN8EX5IkSepHVf0Y+AHwrL5j0WgzydcqJbk18CjgrX3HIkmS1IckByepaR4nDLRZMUObNw+da9ckRyU5P8klSU5JckiSe80Sw3pJDkxybpKLkhyeZNOhNu9M8qMklyZZMc05bjVDjDut4UukpfM64BVJrtd3IBpdJvmazWuAg6rqvL4DWQpj9CG+WZIvdfvPTXJAkmsNtdk9yc+SXJzkrCQf65ZBlCRJ83cUsMnQ46FDbfaeps0bp3Ym2Qc4jFbMeFdgS+CxtCWK95vl+vsDuwGPB7YHrg98OcnaA23WAg4BPjLLuXYaivFbs7TXiKiqE4FjgOf0HYtGl3PyNaMktwOOp837+WvP4SyJJAcDtwD2HNp1eVWd37VZQfsAfc9Qmwur6sKuzT60JQcPBD4PnAbcGHgIsHNV7bCKGN4DPAJ4EnAe8HbghsDWVXVV92H+s27fi4GbdPF8tqr26s5xX+C7wEuBLwAbAe8G/lJVD5rzCyJJ0oRIcnPgmcDtgV8BH6iqs+d47MHAhlX18FW0WQG8q6qmHf3YVUc/AXhBVR0wzf7UDF/Mk9wA+DPwlKo6tNt2S9r3i52r6sih9i8FnldVtxrafivgD8C9qupHMz0XjbYkd6TdmLltVf2973g0etbpOwCNtNcC7xy3BD/JRrTYHwpcAhwK7FdVl8/xFJfNYRWBv8/UpvsQfzXX/BA/Dfhpkn1XEfsNgKfRPsS/0W3bszv2wcCRtBsFdwQ2r6rTuzYvBz6Y5D+r6m/AtsCfquod3an/kORA2k0HSZKWlSR3Br4D3Ghg815Jtq+qU5YojN2BC2k33a9hpgS/szWwLvD1gfanJzkZ2I72/WA+Ppfk2sBvgXdU1WHzPF49qqpfJTkK2At4U9/xaPQ4XF/TSrIV8G/AO/uOZT6SrE/rwX4OcCtgK9owuY8tYRgL/iEOTH2IQ0vgT55K8DtHAut1xwN8D9gkyS5pNgQeB3xl/k9HkqSx9zaunuAD3Ax48zRtZ7JTkguHHm8ZarPPNG2mev+3AE6tqiunGid5zlDbzWa49sbAVcC5Q9vP7vbN1YW0UX6PoXWGfBP4VJI95nEOjYa9gRd1HUTS1ZjkayavBd7e9QqPkz1oH6LDHp3kLnM8x6h/iG/c/Tzo3O64jQGq6nhaUn8ocDltiF9oUwAkSVo2kqwFzDRVbcd5nOq7wN2GHsPz6N8+TZtvr+Kch3Zt9gCuxyJ/N6+qc6vqbVV1QlX9qKpeC7wPePliXlcLr6p+Q+u8eWHPoWgEOVxf15DkTsC/As/oO5bVcPdZ9p04h3N8lzZnb9Bfh35+O/ChoW1nruKch9J65+9Em6O/qB/iSe5AG5r/37Re/k1oX0TeBzxxMa8tSdKIKeAiYINp9s1nPvPFVfW7Wdqct4o2pwDbJ1m3qq4AqKoLgAuS3HCW854FrA1sSLtxP2UjWhG2NfF94ClreA71Y2/g+0kOnKodJYE9+Zre62lz2C/sO5DVsGI19w26uKp+N/QY7lk/b5o2F3X7TgFuk2TdqcZVdUH3of+nWa49+CE+aKNu31SbjYb2b9gdN9XmVcAPqmq/qjqxK8jzHGDP4Ur9kiRNsm6a3CEz7J5p+2L4BK23fq/VOPbHwBUMjDzoPs+3Ao5bw7juxqo7KjSiqur3tALLL+45FI0Yk3xdTZK70eZ+D1eOHxf/yzV73aF9OK7pne65WuwP8eOBrYaS9R2By7rjAa5LG74/aOpn/+4lScvNK4EvD207DHjDPM6xXpKNhx43HWqzwTRtbgBQVScA+wL7pa1nv32SzZNsAzy7O374s5vu2AtoIwj3TfLgJHcHPkoboXjUVLskt+2+y90cuFaSu3WPa3X7n9QtsbtVktt3Vfifi4V5x9kbgf/o6i9JgMP1dU1vAN5cVRf3HcjqqKqzkjwIeBetQN0/aMPjn1tV/5jjadabZj35q6pqcHjcBtO0uaTrsT+hq6C/X5LNaV8i/kjrfZ+aBjDjh3iSqQ/xc1i5hN7gh/jXaUv/fCTJS2hL6O1HWwpoqobCl4APJPkPVg7X3x/4SVX9cY6vgyRJE6EbbbdLNyVxC+Ckqvr1PE/zYK7Z430GMHjT/bXdY9ChtDn3VNUrkvyAllg/EVifVmfnWOD+Q0V1h70QuBL4FHAdWtG8J1bV4HeKDwIPGPj5p91/b83KEY3/BWxO+y5yCvDUqlrKAsVaQFW1IsmngZfRlm+WyKoLfWs5SXJPWkJ8u6q6tO941lSSG9HWt79o1sYrjzmY6YvTnVFVm3ZtVtA+HIcdWlX/rE6bZDfah/jdufqH+EFVNeOogiTrAW+lVemf+hB/zuAHf1e4793AA1m5TODLquqygTZ70XoGbg1cQFtP9RVVNduUAUmSJI2JbnTnz4E7VNVwcWYtQyb5+qckXwaOqKpxHaovSZIkLTtJDgCuqKqX9B2L+meSLwCSbAkcDWw+2BssSZIkabQluSXwM+DWY7gEthaYBbg05fnA+0zwJUmS1IckByepaR4nDLRZMUObNw+da9ckRyU5P8klSU5JckiSe80Sw3pJDkxybpKLkhw+vDJRVzjxR0ku7aZxTneeJHlhkl8nuSzJmcMxLqRuWuc3gScv1jU0PuzJ19Tc9d/T5vGcNVt7SZIkaaF1tZFuAew5tOvyqXXgu6T6EK65EtSFU8s/J9mHVoTuQFq9qdOAGwMPAXauqh1WEcN7gEfQajRNFUC+IbD1VJHDJAfSihbeGXhIVd1qmvO8HXg4rSDeL4AbAJtU1Vdmex1WV5L7AgcDt59HwWlNIJN80S2fcteqGn5DlSRJkuasGzb+amAH4Hxaxf+Daw5JR5fkb1hVD19FmxXAu6rqrTPsvzdwAvCCqjpgmv2ZKZZuucM/A0+pqkMHns9ptJsDRw61fynwvOEkP8ntgV8Cd6mqk2d6LgstSYAfAq+vquElI7WMOFx/mUuyDvA84BpvgpIkSdJcJdkIOJ62us+WwHbAh2lruS+V3YELaasQXcMsNxu2BtalLVc81f504GTac5mrRwCnAjslObWbYnBIkpvN4xzz1j23A2jTcLWMmeRrF+D/quqHfQciSZKksfZc2nD7YS9NsuEcz7FTkguHHm8ZarPPNG2mev+3AE6tqiunGid5zlDbzWa49sbAVcC5Q9vP7vbN1b/Qllt+HG2O/J60mx5fSrLY+dengDsnucMiX0cjbJ2+A1DvXgC8s+8gJEmSNPZmKmp3Ldr89W/P4RzfBZ45tO2vQz+/HfjQ0LYzV3HOQ2m983eizdFf7ER7LWA9YM+qOgUgyZ7Ab2iv0fcX68JVdVmS99F685+9WNfRaLMnfxlLcjfgtsDneg5FGhsTVvn3zkm+0137jCSv7ebzaQlNyu9Ukh2SfLGrIH1xkhOTPHUNXx5J4+X01dw36OKq+t3QY7hn/bxp2lzU7TsFuE2SdacaV9UFVfU74E+zXPssYG1geNTBRt2+uToTuHIqwe/8ljZKYKZRBAvpvcBjk9x4Ca6lEWSSv7w9H3h3VV3RdyDSUkuybpK7JLn1ahx+FLDJ0OOhQ232nqbNP+ckplX+PYxWcXdX2jC+xwInAfvNcv39gd2AxwPbA9cHvpxk7YE2a9GqD39kuhMkuT7wDdoQxHvRRvW8DHjxLNfWDJLcNsnjkzxgNYZjjv3vFG2+6i+AR9F6y94DvD/J7rNcW9LkeDdw5TTbv9Il2UvhE8D1gL1W49gfA1cAO05t6G54bgUcN4/zfA9YJ8ltBrb9C+0GwmmrEde8dKtlfQl42mJfS6PJ6vrLVJKb0u503m6au6PSREuyK3AQcPNu03eBPbriOrMdezCTUfn3P4C3ABtV1SXdtv8C/gPYdC5VkNV0Cf27aK/dlF8AD1tOv1MznPvTwNpVtdtsbSVNhrS58fsDt6H1XH8G+I+q+uscjj2Y6ZfQu6qq/ty1WcH0S+hdUlUXdG3eAryU9t58GPBHWm/8M2mJ72YzvT+nLaG3C20u/dQSejfi6kvo3RZYH3gibd791E3Zk6rq8u5z4Ye0AoAv7PbtTxvCv91SLG+X5J7AZ4HbDNYn0PJgT/7y9Uzgsyb4WlNjNNR4syRfSnIxbT7ezQd23x/4YpLnJjm5u/ZvkjxxzV+haY1C5d9tgWOmEvzOkbTX5VbzOI/gqVw9wYc29/TgJYxhFH6npnN94C9reI5ZjdH70GxTHu6Q5NtJzu7anJrkTUmutYYvkbRkuqXbtqANS79JVT1+Lgn+gAfThrsPPn461Oa107Q5aCCGVwCPob0XHw78jjY9dX3g/rPcgH0h7XvCp2g98hcCu0wl+J0PdjG9iDaq6qfd4+bd9f8BPBw4h9aRcCRtqsAjlmr9+qr60dQ1l+J6Gi0m+ctQN0fpObhsngYkuU03fH11CnKO9FDj7r9HABvQPrinc/fuOnsDdwReBxyUZJdp2k5C5d+Nu2OGzzG1T3M33OM05YFJpqsyPZ1J+J26mi62BwHvX91zzNNIvw91ZpvycHm3/yHA7WnJxtNY2uXHpDVWVf+oqtOnetbncdyTqyrTPDYdaHOrGdrsMXSuz1bVA6vqRlW1blVtWlWPq6pjZonhsqraq6puUlXXrapdhm8KVNUOM8SwYqDNmVX16KraoKpuVlVPqKrhz93F9k7adDwtM1bXX54eBZxSVSf2HYj6lzYn/VBazy7An5I8q6q+Mo/TXNbN/1qVv8/UJm2o8au55lDj04CfJtl3ppOmDTV+Gm2o8Te6bXt2xz6Ydvf8IbTEfXNgxnMBR1XVJ7r/P7XruXsFbV7boEmo/KuFc71V7LvuHM8xUb9TSe4LfBx4flX9YI7H3IH297Y17e93/6m/6Tka9fchqmqvbt9Lae9LV9PNWR6ct3xakh1oNw0kab4+D7wtyd2rang0hCaYSf7y9ALgzbO20sQb6OHeamDzpsDnk9ypqn67RKEs+FDjJFNDjY+k3cA4udt+HG3+3HSGi+FcAmyTZN2hApUXz6GA0HmraHMKsP3gebvejguS3HCW8w5W/v3zwPaNgFX2Tkxzno2Gtm00sE9z9zXa7+Gw33ePuZiE3ykAktwP+Arw2qoanjM70zF3ohW12qDbdEfgoUl2H7jxttgW+31o3tLm/e5EG24sSfNSVVckOYhWbPspfcejpWNP0TLT9VTcjGv2TGp5egBXT/CnXIs2z3iuRn2o8eDQ9A/ThuIOOw54TJJ7pbkn8HTaF/fhpXTW1ChU/j2elhRee2DbjsD/AStWI67l7K3A8MioS4FnLdXcS0bjd4ok9we+Cry+qvafx6GvYWWCP+jNmftKBaP+PjRnSY5Lciltya1jaSMMJGl1fADYNcnN+g5ES8ee/OXnBbQKzVfN2lLLwXBP7lz3DRubocZVdVGS7WnFcl4H/Bz4H1pP2UG0pCa0L+eHAC8HhhO19ZIMf3H/Z+XfzgbTtLmk2lq9J3RDf/dLsjnXrPwLLWGYLv4LknwI2DfJOays/HsibU4ycLXKvzcHrpXkbt2uk6rqctpQ6tcBByd5Iy3BeSXwhll6LDWkqv6aZFva3Pz70G6UfKiqTp3Hacb+d6obVn4ErSf84wOxDj+P6Wwzw/bNuuewqveKKWPzPjQHj6Xd9LgrrRbAK2jvU5I0L1V1XpLDgGcB/913PFoaJvnLSJKbAzvTiu5J0JbcKlpSO+x78zjPqA81Pgu479SOLqk5iJbkvqiqvt3temqSZ7EyqXgm8Peh88LKyr+DzqBNdZjy2u4x6FBgjy6GVyT5AfBc2hI869NuLBzL3Cr/Xkmr/Hsd4JvAE6ep/PuAgZ+n5uLdGljRvQY70m5s/IhWAf1ttCRI81RVFwPv6x6rY+x/p2jLTV2XtmzVSwfancbsKzacMUObS7hmoj6TUX8fmrOBf6uTumlVH0yyX7kMlqTVcwBwZJK3dDf6NeEcrr+8/Afw8ZrfMiaaYFX1B1pF6GE/piUPS2WxhxofD2yVqy9ntSNwWXf8P1XVFVX1py65eRzw5cEh1xNW+fcXVXX/qrp2VW1SVfbi92BSfqdW8TxuNYeXYabVXj5QV1/mcTGNxJSHaaxF65RZe7aGkjSdqvoFbVnUR/Udi5aGPfnLRDfv9pm09cClQS+hfUHdk/YF92vAAVV16TzOMepDjb8O/Ar4SJKXADehDYH9QFX9DSDJFsC9aaMbbgS8mDZE90nzeB0krYaq+nSSjWija25CuwH3IeBl8zjNqL8PzWXKw560eg6/oC2nd0/aMP3DquqyOb8SknRN7wT+kzZdTxMudtosD0meAjymqnbuOxZNliQHM30ifMZUT2SSFbTl64YdOtgTmWQ32lDju3P1ocYHraonMsl6tOJnu7NyqPFzBnsiu4JZ7wYeSBsCfCjwsqkvzkm2on3w3Z7WI/dt4BVV9ZtZXwRJC6L7W94MOHvqBtwcjzuY8XgfOpqrT3mYcuuqWpHk8bQbG7ejTaM6jfZe9Y4lHNEgaQJ1U39+C+xeVSf0HY8Wl0n+MpAktLmTr6qqr/Ydj6TlbRUJ2fer6j5dmxVMn5C9papeOXCuXYHnAfegJVan06ZnvKuqfriKGKYSssdz9YTsTwNt3kmr5XAn4KzhYefdCKn3dtfeCvheVe0w4xOXFtmk/G0Nne92wE9o31nXn6mdpNkleRGwTVU9vu9YtLick788bE/7oF2tdXolaTpJNkhytyQ3WY3DjwI2GXo8dKjN3tO0eePA9fehDan+BbArsCWtKvlJtOkYq7I/sBstEdkeuD7w5a6nY8patBUWPjLDOdamDa1+F62qvDQKJuFvayqOawGfpK2cIGnNfRj4tyS36DsQLS578peBJJ8FvlVVB/Udi6Tx140Oeg1tecHr0aqyfwh4fs2ham/X27hhVT18FW1W0HoM3zrD/qn6CS+oqmsUbUuSmYoIJrkBrQL6U6rq0G7bLWlDo3euqiOH2r8UeN4svY3vAu5kT77WVJLb0GqC3J22asEBcx1aO2l/W0neAdwQ+E4Xsz350hpKciBwQVX9V9+xaPHYkz/huuJBO9DumEvSQngG8AZagg+tiOuzgDctYQy7AxfS6ixcwyyrBGwNrEsryDjV/nRa5eHtFjBGaV662iA/oi11uy2tN/zYJLssYRgj8beV5GHAw1m91Q4kzexA4JndlDNNKJP8ybcH8KmqurDvQCRNjOfMsP2ZSea6astOSS4cerxlqM0+07SZ6qHcAji1BtYNT/KcobabzXDtjWlV0s8d2n52t0/qy+toPdeD1gbe2o2gmYux/9tKcnPgA8Aefn+RFlZVnQL8kmtO49EEcQm9CdZ9IdgTeErfsUiaKJvMsH0DWu/+BXM4x3dZuSzZlL8O/fx22jSAQWeu4pyH0noQ7wR8Hm9ka/zM1Nu9BW1pweHkeTqT8Lf1UeA9VfX9Rb6OtFx9lJYjfK7vQLQ4TPIn29SwOZfJkLSQjqMV4xp2EjDXZc8urqrfzdLmvFW0OQXYPsm6VXUFtLXKgQuS3HCW855F6x3dkDZ/eMpGwIxLpElL4GzgltNsvwT4+xzPMQl/Ww8EHpDkdd3PAdZKciWtUv/753EuSdf0OWD/JDeuqvP7DkYLz16OybYH8LFZ5s9J0ny9jmsmHFcBL1/C95tP0EYNrM583R8DVwA7Tm1IsiltGbzjFiQ6afW8Z4btH66qy5YohlH427ozcLeBx2tpNzruBnxmNeKSNKC7cfc14NF9x6LFYU/+hOrmxT4OuH/fsUiaLFV1YpJ7AS8F7gqcCuw/1wrgnfWSDM/RvaqqBnv/NpimzSVVdUFVnZBkX2C/rsDoYcAfaT2GU0OVr5oh/guSfAjYN8k5wHm04csn0pYfAyDJbYH1gZsD10pyt27XSVOrCCS5A3AtWs/l+lNtqupnc3sZpKv5X+AWwCtoifZVtGG1L53HOcb+b6uqfjl43iT3BP4xvF3SGvkYbZWc9/UdiBaeS+hNqCQ7AW+oqnv3HYskDeqW+XrSNLvOqKpNuzYrgM2naXNoVe0xcK7dgOfSlhtbnzbc+VjgoKqacXhwkvWAt9IqiV8H+CZtGPDpA22OBh4wzeG3rqoVq4qzquZaJE26hiQbALcD/lRV58zjuIOZkL+toXM+GZfQkxZUkmsBZwDbVNUf+o5HC8skf0Il+RhwQlW9q+9YJEmSJI2WJAcB/1dV+/QdixaWSf4ESrI+8CfgdkPD8yRJkiSJJNvSpgltZQ2vyWLhvcn0/4BjTfAlSZIkzeAEWo22rfsORAvLJH8y7UErpiFJkiRJ19D13n+Mljtogjhcf8Ik2YS2VvUtqurivuORJEmSNJqS3A44Bti0qq7sOx4tDHvyJ8/jgC+Y4EuSJElalar6LbACeHDPoWgBmeRPnj1xqL4kSZKkufkYLYfQhHC4/gRJckfg68BmVXVV3/FIkiRJGm1Jbgr8jjZk/+99x6M1Z0/+ZHkC8HETfEmSJElz0a3IdQywa8+haIGY5E+IJGvRknyH6kuSJEmaj49ilf2JYZI/Oe4H/A04se9AJEmSJI2VLwHbdCt1acyZ5E+OPYCPlkUWJEmSJM1DtzLXF2grdWnMWXhvAiS5NnAGcLeqOr3veCRJkiSNlyQPAvarqnv0HYvWjD35k+FhwM9N8CVJkiStpqOBjboVuzTGTPInwx5YcE+SJEnSaupW6Po4rZi3xpjD9cdckhsDfwA2q6oL+o5HkiRJ0nhKchdaEb5bV9U/+o5Hq8ee/PH3aOBrJviSJEmS1kRVnQhcQFu5S2PKJH/8OVRfkiRJ0kL5GC3H0JhyuP4YS3JL4KfAzavq8r7jkSRJkjTeuhzj58BGVXVF3/Fo/uzJH28PpQ3VN8GXJEmStMa6Fbv+AGzXdyxaPSb54+1hwBF9ByFJkiRpohxB61DUGDLJH1NJrg3sAHy951AkSZIkTZavYJI/tkzyx9f9gV9U1Xl9ByJJkiRpovwQ2DjJZn0HovkzyR9fDtWXJEmStOCq6irga9ibP5ZM8sfXQ2nDaCRJkiRpoTlkf0y5hN4YSnI74Ghg0/IfUJIkSdICS3JjYAVws6q6tOdwNA/25I+nhwFfMcGXJEmStBiq6nzgROABfcei+THJH08O1ZckSZK02L5C62DUGHG4/phJsj5wJnDzqvp73/FIkiRJmkxJ7gp8Drito4jHhz354+dBwPdN8CVJkiQtshOB9YDb9R2I5s4kf/w4VF+SJEnSout67x2yP2ZM8sdIktCS/CP6jkWSJEnSsuBSemPGJH+83Bm4HDil70AkSZIkLQvfBO7T1QbTGDDJHy8PxaXzJEmSJC2RrhbYCcCD+45Fc2OSP14cqi9JkiRpqTlkf4y4hN6YSHIj4DRgo6q6pO94JEmSJC0PSbYAvgXc0lHFo8+e/PHxEOC7JviSJEmSlthvgUuBu/QdiGZnkj8+HKovSZIkackNLKXnkP0xYJI/BpKsBewMfLXvWCRJkiQtS0cAD+s7CM3OJH883BP4c1Wt6DsQSZIkScvSd4C7JLlx34Fo1Uzyx4ND9SVJkiT1pqouBY6m1QrTCDPJHw8Po82BkSRJkqS+fAWH7I88l9AbcUk2An4N3Kyqrug7HkmSJEnLU5LNgB8DG1fVVX3Ho+nZkz/6/g34pgm+JEmSpD5V1R+Bs4Gt+45FMzPJH333oxW5kCRJkqS+fYeWo2hEmeSPvm2B4/sOQpIkSZJoucm2fQehmTknf4QluQFwBnAjh+tLkiRJ6luS2wDfqapN+45F07Mnf7RtA/zEBF+SJEnSiDgVuFaSW/YdiKZnkj/atgOO6zsISZIkSQKoNhT8OByyP7JM8keb8/ElSZIkjZrjaR2SGkEm+SMqyVrAvTHJlyRJkjRaLL43wkzyR9eWwPlVdU7fgUiSJEnSgB8Bd0py7b4D0TWZ5I8u5+NLkiRJGjlVdTFwErB137HomkzyR5fz8SVJkiSNKufljyiT/NFlki9JkiRpVDkvf0SlrYCgUZLkRsAfgRtV1ZV9xyNJkiRJg5Lcipbo37xMKkeKPfmj6T7Aj0zwJUmSJI2o07r/bt5rFLoGk/zRtC0W3ZMkSZI0orre++NwyP7IMckfTc7HlyRJkjTqLL43gkzyR0yStYFtgBP6jkWSJEmSVsHieyPIJH/03BE4u6rO7TsQSZIkSVqFHwNbJblu34FoJZP80eN8fEmSJEkjr6ouBX4B3LPvWLSSSf7ocT6+JEmSpHHhkP0RY5I/ekzyJUmSJI0Li++NGJP8EZJkQ2AT4Fd9xyJJkqR+JTk4SU3zOGGgzYoZ2rx56Fy7JjkqyflJLklySpJDktxrlhjWS3JgknOTXJTk8CSbDuy/a5JPJDm9O+9vkrw8yVoDbXZI8sUkZya5OMmJSZ66kK+VenU8sG2S9B2IGpP80XIf4AdVdVXfgUiSJGkkHEXrBBp8PHSozd7TtHnj1M4k+wCH0eZO7wpsCTwWOAnYb5br7w/sBjwe2B64PvDlbkUogK2BPwN70gpIvw54DfDKgXNs1137UcCdgPcA70+y+6zPXiOvqk4HLgf+pe9Y1KSq+o5Bne4N+Kqqem3fsUiSJGnNdD2bjweeR0u8vw/sXVUnzfH4g4ENq+rhq2izAnhXVb11hv33pi3N/IKqOmC6GGuGhCDJDWgJ/FOq6tBu2y2B04Cdq+rIGY7bF3hQVW29irg/DaxdVbvN1Ebjo/v3PLyqPtZ3LLInf9Q4H1+SJGlyvAg4lPYd71a03vPjk9x+CWPYHbgQePd0O2dK8DtbA+sCXx9ofzpwMqueg3194C+zxDWXNhofFt8bISb5IyLJOsC9aHdaJUmSNMaSXAeYbnTm9YGXzeNUOyW5cOjxlqE2+0zTZqr3fwvg1Kq6ciC25wy13WyGa28MXAWcO7T97G7fNSS5B/Bk2pD8aXWxPQh4/0xtNHYsvjdC1uk7AP3T7YGzqso7mpIkSePv1sANZtg34zD2aXwXeObQtr8O/fx24END285cxTkPpfXO3wn4PAvU8deNUDgC2L+qPjtDm/sCHweeX1U/WIjraiT8FNgqyXpVdVnfwSx3JvmjY0ta8RNJkiSNvzOBK2jD3YetmMd5Lq6q383S5rxVtDkF2D7JulV1BUBVXQBckOSGs5z3LGBtYEPa3PwpGwHHDDZMsiXwbeCTVTVYdG+wzf2ArwCvraoZe/o1fqrqsiSnAbfBnKZ3DtcfHVvR5jdJkiRpzHWjMw+ebhfwziUM5RPA9YC9VuPYH9NuVOw4taFbPm8r4LiBbXcAjgY+U1Uvmu5ESe4PfBV4fVXtvxqxaPSdTPvdUM/syR8dW9KWSJEkSdJkeD5wGfA04Dq0HvyXV9XR8zjHekmG579fVVWDPesbTNPmkqq6oKpO6Krd75dkc9pSen+k9cZPTQOYdvnmqrogyYeAfZOcA5xHmxpwIt331iR3BL5F68V/02AcVXVW12YH2jD+dwMfH2gz/Dw03n5Ny2nUM5fQGxFJfgw8p6q+33cskiRJWjhdEb4bAOdU1T/mcdzBwJOm2XVGVW3atVkBbD5Nm0Orao+Bc+0GPBe4O7A+rXjescBBVXXMNMdPHbce8FZalf7rAN+kfWc9vdv/euB10x1bVZnleZxWVbea6doaL0meBOw4+Hunfpjkj4AkawF/A27RzZGSJEmSpLGR5N7Au6tqPoUltQickz8aNgX+ZoIvSdLiSnJwkprmccJAmxUztHnz0Ll2TXJUkvOTXJLklCSHJLnXLDGsl+TAJOcmuSjJ4d0856n9d03yiSSnd+f9TZKXd50CU22u3T2XE5NckeToBXyZJGl1/Bq4/eB7lfrhP8Bo2JL2RyFJkhbfUcAmQ4+HDrXZe5o2b5zamWQf2tzmXwC70j7LH0urKr3fLNffH9gNeDywPW3d9C8nWbvbvzWtkvmewB1pQ6FfAwxWLF8buBR4F22usyT1quuw/ButA1M9svDeaLCyviRJc5TkRsCbgEfTvst8EXjFVJGvObhsDm3/PlObbkjqq4EXVNUBA7tOA37aFTmbKfYb0IqwPaWqvtFt27M79sHAkVX14aHDTk1yD9qNgTcBVNVFwLO74+8C3HCW5yNJS+Fk2k3PP/YdyHJmT/5o2BKTfEmSZtX1dn+VluDehFbM7InA0V1xs6WwO3AhrVL4NdSqCx5tTVs3/esD7U+nfQ/YbhXHXR/4y7wjlaSl9WtcRq93JvmjYSscri9J0lw8GLj3NNtvDzxqjufYKcmFQ4+3DLXZZ5o2D+/2bQGcWlVXTjVO8pyhtpvNcO2NacuVnTu0/exu3zV0vfhPBt4zx+cnSX2Z6slXj0zyR4PD9SVJmps7rua+Qd8F7jb0GJ5H//Zp2nx7Fec8tGuzB3A9Fug7VpLb0+bc719Vn12Ic0q6ugkqyHmHJN9OcnaSS5OcmuRNSa61kK/XLOzJHwHOyZ+HJNcDdgRuCvwfcGb33z9X1VWrec4b09Yc/b+FilOSpAn2m9XcN+jiqvrdLG3OW0WbU4Dtk6xbVVfAPwtOXZDkhrOc9yxa0bwNacX1pmwEXG2t8iRb0m4sfLKqBovuSZpGknWBuwKXA7+YZerMsKNoxS4HXT70895cc0TNhQPX3wd4BXBg1/Y04MbAQ2g3EndYxfX3Bx5BK8h5Hu1G45eTbN3lGYMFOf8IbAN8gJbPvWkg3kOAnwJ/pb0WU21evoprL6STWcMkv/t33Ai4OSsLn/4O+M7Ue65WzSR/FkluCuxC+6P7V+AHtD/YTVj5i3ejJH/utu9ZVb+fxyW2BH49zzchSZKWq68BP6P1mg/6A/DpJYrhE8Dzgb1oX8Tn48fAFbROg48DdL11WwHHTTVKcgfgW8Cnq+pFCxCzNNGSPAT4MHCLbtOvkuxeVSfO8RSTUJDzd7Rk+J/XTrIDbRWPpfJ/wHWS3Liqzp/rQUnuBxxA+/e7Ee2GxlSH6tm0KUtbJPkq8AXga1X194UNfXKY5E8jyW1pSf0jgLsA36B9cXhyVV2j6E03BGYj4Fm0u3C7zONyLp8nSdIcVdVVSf4NeCutuv7awOHAi7uK83OxXpLh+e9XVdVgz/oG07S5pKouqKoTui/s+yXZnLaU3h9p3wWeOXW+GeK/IMmHgH2TnMPKHrsTaT2JJLkjLcH/NvCmwTgGE4zuRsC1aKMC1k9yt67Nz+b2MkiToauB8UXg2gOb7wh8Jcltq+rSJQhjwQtyJpkqyHnkDMetsiBnl9PsRHuPXBJVVUl+TctxjputPfwzl/oAbbTDV4FzphslneTmwL8DTwU+lORYWsJ/+DxWV1kWnJPfSbJxkjcm+QVwLK2ozpuBjavq0VV16HQJPkBVXd5Vxt2bdofpYfO49MTPxx+HeU5dm3cm+VE3h2nFDOf5tyTHJ/l7d64vJtliDV4eSdI8VdU5VfVE4LrAtavqUVU1n+WaHkzrIRp8/HSozWunaXPQQAyvAB4D3Jn2Bfp3wOeA9YH7d98LZvJC4PPAp4Dv0RKDXQa+1D4auBnw2GliGPSVLu7H0pKEn07zPKTlYA+unuBPuQXw0DmeY2IKciY5LsmlwG9pec2rV/3UF9xUkj9XewErgP+tqjNnmgZdVf9XVe+tqp2BTYGDaVMgTu6+n78iyfprFPmEiKPEIUmAb9KGxLwf+H5V/WM1z7UTbR7Onarqsjm0/xLw4ar6/OpcbymlLVt0e9pcxhXzOO5g2pvsNeY5TQ3j6ZLqQ5hmnlNVXdi1GZzn9HmuPs9p56raYRUxvIc2MuNJrOw1uSEwNc+JJAfS5lneGXhIVd1q6By3pt2QOYD2e7I+sC/wL1V12zm8FJIkSVpgSd5Bu3k2nWdX1ftmOf5gYDNWjsSZ8teqOrdrs4I2VedDQ23OrKqLumHkN6+quw6c9wa0Wl53on13vfV036GT7A58BFh3sMc/ybeA31bVs4ba3x44GjhkunodSW4JbECbk78fcFBV/c+qXoOFlORVwI2r6mVzaLsJ8Atgu6o6ZTWvdy3gAcBLgD9U1X+sznkmicP1myfRhrs8fXUL6E2pqq8lOQl4MTCXP6ax6Mnvhka+F7hV9/OxtPoDK+Z4ipGe5wRQVXt1+15Ku3EwbGoo1asGbgz8D/CtJBtOfQhIkiRpSR3DzEn+MTNsHzYxBTkHRhKd1HXSfTDJfoOjDBbZr2lD6ufizcCHVjfBhzaqGvhGkh/RajF8tKrmNFVgUi374fpphfXeAjxzTRP8AS8CXjI8HHyaa1+bNtRkPoX6llyS29DmOd1qYPP9gCMysGzHIlvweU60myvbzSOGH9KKJT09ydpJNqDdIPqhCb4kSVJvvkhX02LIu6vqpCWK4RO05TP3Wo1jBwtyAqssyHk08Jl5FORci9axu/ZqxLW65lRhP8l2wIOANy7ERbup1S8C3p+lXTZw5Cz7JJ9WuOdjVfWThTphVZ1KS0aH19wddjvakJJRXwriqcB602y/A21ozFyM1Tyn6VTVabQ33zcAlwEX0Ib2P3xVx0mSJGnxdB11D6etevEN4MvAE4DnzeM066XV6Bp83HSozQbTtLlBF8MJtGmc+3V1nrZPsnmSbYBnd8fPWJCTNg1g3yQPTnJ34KNcsyDnt2lJ/psGY5g6T5I9kzw6yZZJ/iXJY2gjiw+byzTiBfR7YNOuQ3Na3QiDdwEvX+Aq+Z+mFUJ9yQKec+ws6yQ/yYNoSerrFuH0bwa2S1u2YiZbMgZD9WnLBK7OvkHfpS13NPgYvgny9mnafHsV5zy0a7MH7c7pov4+d2+iH6LNmboXrdDH34FPL/aIhkxW8cLHJPlZkouTnJZk1vlakiRJq1JVl1XVgVX1kKrapao+Ps8lqiehIOeVwKtoo09PpOU4BwFPmdMrsEC6Dsw/0Do0Z/J02nP8xAJfu4Dn0EZV32Yhzz1Olu2c/CTXoc0xf+5UYbeFVFUXJ3kJcECSe8wwB2YrxmP5vOOY/s2hgBOm2T6dsZjnNIvnAhdV1cunNiTZAzidNuz/2Hmca3UcxTTFC4d+3ptpihdO/U+uXrxwb65evHA/2o2LmexPK174eFYWL/xykq0HPoDWohVQvDPT1DVIsjNtXejn09a63gr4QJJLqupdq7i2JEnSoqiqJ9Mq1a+qza3meK7PAp9djRguow31n3a4f1W9Hnj9LOf4BAucNK+BX9O+5/1ieEeSm9C+hz5knjdi5qSqVnSdXO9NsijXGHXLuSf/P4GfVtURi3iNzwLnADNVeByXnvxDgemmMxzYTU1YCos+z2kOrss1h1kNJrezSnKvJP+Z5Plp1UTn47KqOmvocf5Qm79P02ZqdYKp4oUvrqoXVdV3q+q0qvppVb0F+NdVxD1VvPBlVfWNbnrLnsBdaHe+gVa8sKqmVimYzp7Al6rq3VV1avf39z/AK5Jknq+HJEmSRtPJzLyM3n/T6gr8fBGvvz9tZYMnLOI1Rtay7Mnv5rQ8i7asxKKpqkryfODoJJ+qqnOGmmwFvGMxY1gIVXVJkn+lDSPaGbiINk/oI/M4zXqDc4Y6V1XVYM/6BtO0uaSqLqiqE9Iq6O+XZHPgMNp8m41YudzJjPOckkzNczqHlb3Q/5znBJDktrThVDcHrpXkbt2uk7qqnUcAL0ryWtpNhw2AN9F68n+8qiffJbDvog0fmvKWJI+pqi+t6tgFtODFC5NMFS88co4xrAdcOrTtEloBys1pa6RKkiRpvP2aljdcTff9ejfmUJhvTVTVlUmeCRye5KtVdd5iXm/ULLue/G7u9PuB11bV/y329bqKnh+jJYPDcWzBeAzXp6r+VlV7V9W2VfXgqjpkwuY5AXywi+lFtFoDP+0eN++u/y1aovyIbvuRtBECO1XVRbM8/4dy9QQf4NrAR5Jcb5Zjp4x98ULaa/aIJA9JslaSLVhZGGW+IxskSZI0mq7Rkz/Q6fWaaUajLriq+gGtEN9sxdAnznLsyX8GEOB9S3jNNwAnJ7lXVf2w27YZ8JcFriY5ksZhnlPXZoc5nOeTwCfne33gkTNsvyFtHvxcpo18l5WjFqb8dejnt9OKAw46k5kdSuudvxPtJshi3/j7ADC1JOO6wN+Ad9LmmP1jka8tSZKkpfEbYIska1XV1He8JwDX4ZrfVRfTfwG/SrJDVR29hNft1bJK8rs50P8NPHDgl23RdcPFXwW8K8m23bVvTVteQpqrsS9e2I3+eEWSV9NGAPyZtj4qwFLVd5AkSdIiqqq/JbmI9n3v/5JsALwFeNTQSNqliGMv4H1J7lpVw9NGJ9JyG67/DuCDVfXLHq79UVpP5ZO6nzdm1T2smiyHzbD9L6x6mcCFNArFC4G2nm1VndHVOng8cPxQfQZJkiSNtzNpHUIArwG+UVXHL3UQVfUF4CTglUt97b4sm578bumue7LE60ROqap/JHkebcmxz9OS/LP6iEW9+BpwAG3puCmXAHtU1cVzPMfYFy9MsiFtndejaUX4ntL9/IA5vgaSJEkaD2cBGyfZEngqbXpoX/YCfprkk1U1FjXR1kSWw7KBXWGzXwLPrKpv9BzL+4GLgctoc/Lf3Gc8WlpJ7kHrDf87cNg0Ky7MdNzBrBwFMuiMqtq0a7OCVqF+2KFVtcfAuXYDngvcnZaQnw0cCxxUVTMOvU+yHvBWWvHB6wDfBJ4zWPAwydFMn7DfuluzdEPgS7TiiQGOB/6zqr4/03UlSZI0fpIcQuvYeRxwZFW9ved49gIeBfzrUk7d7sNySfL3AzYZTHR6jGVD2nCRE4DPVdXB/UYkSZIkSQsryZuBW9CWYr7rVE2oHuNZm9bB9L6qWsrif0tu4ufkJ7kL8ETgxX3HAlBV59Kq7d8X5+RLkiRJmkznAf8O7NV3gg+tJhRtiur/JLlp3/EspolP8mlDhz8312HRS+R9tLnPf+05DklaEEkOTlLTPE4YaLNihjZvHjrXrkmOSnJ+kkuSnJLkkCT3miWG9ZIcmOTcJBclObwrEDm1/65JPpHk9O68v0ny8iRrDZ3nzkm+07U5I8lru7V9JUnS3F0I/LGqvtl3IFOq6me0UdV36zeSxbUcCu9dyog9z6q6svu+uKLnUCRpIR0F7Dm07fKhn/cG3jO07cKp/0myD/AK4MCu7WnAjYGHAPsBO6zi+vsDj6Ct2DBVHPLLSbbu7t5vTVu2cU9a0cltgA/QPiPe1F3/+sA3gO8C9wK2BP4XuAh42yquLUmSru5k2kpSo2YdWgHsiTVSye8iuRS4dt9BDEqyLnAj4Ny+Y5GkKUluDTyGVljxq6tREPGyqppt1ZC/z9Qmyb2BVwMvqKoDBnadRquIu+9MJ01yA+BpwFOmCqwm2bM79sG0gj8fHjrs1K4Y5m50ST7wBOC6wJOq6hLgl11V4BcneXsth0I2kiQtjLNoK4qNmmvTcsSJtRyG649ckg/cDDi361mSpN4leQJwCvBm4HXACUneucTD1Hen9eq/e7qdsyTYWwPrAl8faH86rRdhu1Ucd32u3suwLXBMl+BPOZK2LOStVnEeSZJ0dWdikt8Lk/x+bIxF9ySNiCQ3ZuWw9UHPBx44j1PtlOTCocdbhtrsM02bh3f7tgBOraorB2J7zlDbzWa49sa0WifDI6TOZoYvGF0v/pO5+vSBjbtjhs8xtU+SJM3N34B1u+XMR8nEJ/kO1+/HxrThK5I0CnakDdGfzq7AXAvmfJdWtXbQX4d+fjswvGzNqm56Hkrrnb8T8HkW6OZ0ktsDRwD7V9VnF+KckiRppaqqJFND9n/fdzwDTPIngEm+JK3aP1Zz37CLq+p3s7Q5bxVtTgG2T7Lu1FI7VXUBcEGSG85y3rOAtYENacX1pmwEHDPYsJtj/23gk1X1ymnOs9HQto0G9kmSpLkzye+Bw/X7sQl+WZQ0Oo4E/j7Dvk8vYRyfAK4H7LUax/4YuII2KgGAbvm8rYDjBrbdATga+ExVvWia8xxPu9Ew+LmxI/B/uCKKJEnzNYrz8ic+ybcnvx8b03qsJKl3VfW3JHsAn+Tqw/bfUFXfm8ep1ksy/EF+VVUN9qxvME2bS6rqgqo6oaugv1+SzYHDaEvdbcTKaQDTFiytqguSfAjYN8k5rFxC70Ta0n4kuSPwLVov/psG4xio+P9xWuHBg5O8kVYn4JW018LK+pIkzc8oVtif+CTfnvwFkuTgJDXN44SBNiuSFPBc4J0Dbd48dK5dkxyV5PwklyQ5JckhSe41SwzrJTkwyblJLkpyeNeTNdjmnUl+lOTSJCumOcfrZ3geleRma/QiSRpZVXU4sDnwLOBFwJZV9fp5nubBtDv2g4+fDrV57TRtDhqI4xW0ZfzuDBwO/A74HLA+cP+uYv5MXkibt/8p4Hu0Sv27DKxk8mja6iaPnSaGqetfQOu5vznwoy62t9FuGEiSpPkZqSQ/yTpABov8TqJMesdEklsCx1XVLefYfn3g3sBFwA+qak7zUZMcDNwC2HNo1+VVdX7XZgVwCLATbU3mqTWoL6yqC7s2+wCvAA6kfVk9Dbgx8BBg56raYRUxvAf4/+zde9xlc93/8dfbmCbkEON87CRKRZOUfphyCBGlErdj1C3dSHclulPJlEFyCEU07hqHIncOFaYIMZSIQpM0Y0zGYWQyZgwzPr8/vt9t1qzZe1/7uua6rrUP7+fjsR5ca33XWp+95zrsz/p+v5/vHsCBLOrFWgUYU/uQK+ks0iiCtwA7RcRGdV7/q0qXvpRUO+O9fb0PZmZmZmZmAJI+BbwzIg6tOhZ4Odd5PCLareL/oPJw/YK8TvQ5pHWTAaZI+khE3NfiveYXhnw28iywGnB/ua2krYDjgKMi4szCoWnA3XkYa6PYVwYOAQ6OiBvyvv3zuTuQ5twSEUfkY58nPThYTH7YMKdw3fWBbVjy4YWZmZmZmVkz7TYnfxRdPlQfPFz/ZZLeAvwvixJ8SHMxr5Y0cpBjalR4b19Sgn1OvZP6mA86BhhJWmqq1n468ACw9YAjTQ8O/gV4iSkzMzMzM+uPthquTw/Mxwcn+UUHUv/92BBodZj6zpLmlLbxpTbjgOWBxwptdsvHNgYeLs4RkXR46XobNLj3WqSCVE+V9j/OAH+wJI0APgH8KCLmD+QaZmZmZmbWs5zkV6AXhusvAJaRtGwfBRZePcBjRTezqAJ0zTOlr38I7AJsX9j3GI1NJPXOb0aaoz+cD2Z2BtYHzh/Ge5qZmZmZWXd4AlhD0jKt1jobYk7yu0FEhKTnSfMvmiX5vyH1WpctBG5p8XZzI+KhPtosBKY3aDeFtD7zyIh4EV6u9Dxb0ip9XHcmMAIYDRSXq1qT1uMv+xSpaOH9AzzfzMzMzMx6VETMl/QsqZB4ecRxFXoiye+F4frQ2pD9n5AS/bKvRsQ/BzGWFak/Hx/gEmAF4IgBXPcu4EXS0k8A5OXzNgVu6+/FJK0DfAD34puZmZmZ2cA9RqpJ1g56Isnv+p78rM8kPyJelLQLcBBpmPpzpLno1zc7r2SUpPKck4URUexZX500H7/Ybl5EzI6IybmC/imSNgQuBx4h9cbXpgEspI6ImC3pAuBkSU+waAm9e4FJtXaSXk9aIm8d4BWSNs+H7o+IFwqX/ATpPfhJi6/dzMzMzMysrDYvv9UVy4aSk/wu0lLxvZzknpe3gdiBJefXzwDWK3y9c/7vwYV9E4H9cgzHSLoT+AxwACkhfxy4Fdg2V8xv5LOkKQmXAcsBvwYOiIjig4EfANsVvr47//c1wFQASSJV1Z8YEXOb3M/MzMzMzKyZdiq+1xNJvpqvytYdJP0F+FhE/KUNYrmQNM/9B1XHYmZmZmZmNpQknQo8HhGntEEsewH7RsReVccylDwnf/itShpKb2ZmZmZm1u1mAatVHUTWEz35TvKH3yuBeVUHYWZmZmZmNgzmkVY6awdO8rvIfNonyV+OHvjGMjMzMzMzA/YGPispStvkWgNJU+scD0knFS8kaU9JkyQ9LWmepCmSLpK0ZbMAJI2SdBZwBnCApKvySmS142+TdImk6fm6f5X0RUl182VJb5D0rKQ5S/XODBEX3ht+PfH0yMzMzMzMjLQ62GPA20v7Xyh9fQJwbmnfy0m0pHHAMcBZue000lTonYBTgLFNYjgd2INU8Hx5YH3gGkljcpHyMcCTwP6k1c3eSVpKfFngm8ULSXoFcClwM4sXNG8bTvKHn5N8MzMzMzPrGJJGklbf+hDwEvBT4KLSKl6NLAQiImb20e7ZRm0kbQUcBxwVEWcWDk0D7s7LkDeKfeUc+8HARqQk/7h87g7AdRFxYem0hyW9HdiLUpIPjCctU/5b2jTJ75Xh+s/jeSBmZmZmZmb9kpfXvpzUy74TaUnwC4CL8rG+LARGLGUY+5J69c+pdzCaLxk3BhgJXE/OxfKy5A8AWzc5byXgX8Udkj4A7AYc0XLkFeilJN89+WZmZmZmZv2zA/DBOvv/gzSsvS8LgTUkzSlt40vtxtVps1s+tjHwcEQsqDWWdHip7QYN7r9WjuEpFs/FHs/HlpB78Q+iMH1A0jqkIfz7RURbzsWv8XD94eck38zMzMzMOsU2fRy7o4/zFwKzgXJxvGdKX59GGiFQ9FiT604k9c5vBlxJax3YfeZikt4IXAucHhFXFA79CDg3Ivp6vZVzkj/8nOSbmZmZmVmneHKAx2oWAkTEQ320m9WkzRRgG0kjI+LFfL3ZwGxJq/Rx3Zmk6QKjWTwXWxO4pdhQ0ibAjcClEfGl0nXeB2wn6au15sAykhYAh0fEeX3EMWw8XH/4Ock3MzMzM7NOcSnw7zr7nwJ+1sL5C1n6vPMSYAUGNhf+LuBFYEdyLpaXz9sUuK3WSNKbgJuAn0bE0XWu8xZg88J2PDAv//9PBxDXkHFP/jDK6yy+AphfdSxmZmZmZmZ9iYgn89z4i4DX5N1TgP+IiGdbuMRCYFlJ5fnvCyOiOBJgxTpt5kXE7IiYnCvonyJpQ1IhwEdIvfGfKtynXvyzJV0AnAz8nTQP/0ekCvmTACS9GfgNqRf/m8U4ahX/I+LPxetKegfwUnl/O+ilJH901UGQKvzP76P6o5mZmZmZWduIiFskvQF4K2kJvfsi4qUWT19IWrauPL9+BrBe4evj81Y0Edgvx3CMpDuBzwAHAK8iFc+7Fdg2V8xv5LPAAuA/gXeR5vIfUFgC8KPAGsDeeStqZQWBtqJeyDclHQm8PiKOrDiOVwP/iIhVqozDzMzMzMxsOORe8Xsiom4l+2GO5Qbg5Ii4oepYhpLn5A8vz8c3MzMzM7Ne0i65GPRIPuYkf3j1xDeVmZmZmZlZ1i65GPRIPuYkf3j1xDeVmZmZmZlZNh94haR2mNveE/mYk/zh1RPfVGZmZmZmZgC56PgLpCLkVeuJfMxJ/vDqiW8qMzMzMzOzAudjw8hJ/vDqiW8qMzMzMzOzgnbKx+ZXHcRQc5I/vJzkm5mZmZlZr3E+Noyc5A+vnvimMjMzMzMzK2iXfGwUPZCPOckfXq8E5lUdhJmZmZmZ2TB6HliuygAkjQCWBV6sMo7h4CR/eC1HDzw5MjMzMzMzK2iHfGwU8Hyu9t/VnOQPLw/XNzMzMzOzXtMO+VjP5GJO8odXz3xjmZmZmZmZZe2Qj/VMLuYkf3j1zDeWmZmZmZlZ9mpg9Ypj6JlcrFeS/BeBZXOxhSqNBBZUHIOZmZmZmdlweiewfcUxOMnvJrm4wvOkYgtVaocYzMzMzMzMhtPVwBUVx+Akvwu1w5D9dojBzMzMzMxsOLVDgt0OMQwLJ/m9F4OZmZmZmdlwaocEux1iGBa9luQv1wYxOMk3MzMzM7Ne0g4J9iuB+RXHMCx6Kclvh28sJ/lmZmZmZtZr2iEXm0+P1EfriSRfkoDRwFMVh+Ik38zMzMzMek07JPlPUf0yfsOiJ5J8YCXg+YioeniGk3wzM7MKSJogKepskwttpjZoc1LpWntKmiTpaUnzJE2RdJGkLfuIYZSksyQ9Jek5SVdJWq9wfHVJ10n6p6T5kqZLOlvSyoU2r8yv5V5JL0q6aRDfJjOzodIOSf6TpI7frtcrSf7qVN+LD07yzczMllpOdEcM4NRJwNqlbddSmxPqtDmxcO9xwOXAfcCewCbA3sD9wCl93P90YC9gH2AbUifENYXX8hJwJbA7sDFwEGld6fML1xhB+jzxXeDavl+ymVlbaIckfxYwOo/y7mrLVh3AMBlNenJTNSf5ZmZmAyRpLCmRfgfwb0nnA1/ux0i9+RExs482zzZqI2kr4DjgqIg4s3BoGnC3pJObxL4ycAhwcETckPftn8/dAbguImYB3yteV9I5wLG1HRHxHHBYPv+twCp9vB4zs3ZQeZIfEfMlzQVWBp6pMpah5p784eUk38zMbAByQvsrUoIPqRf8v4FzhzGMfYE5wDn1DkZENDl3DDASuL7QfjrwALB1vRMkrQN8GPjtAOM1M2sXlSf5WU/My++VJN89+WZmZp3tSOpXRT5Q0lotXmNnSXNK2/hSm3F12uyWj20MPBwRC2qNJR1eartBg3uvBSxkyU6Hx/Oxl0m6JPc2zQCeBQ5u8fWZmbWdPCVpWeDFqmOhR+bl90qS7558M7MB6JBiZW/LSdH0fN2/SvqipGVK1/mYpHskzZU0TdIXBut9smHxhgb7lwFe0+I1bgY2L23lefSn1WlzY5NrTsxt9gNWYHA+Wx0NvB3YA3gtaS6/mVmnGkUqgt5stNNweYoeSPJ7aU6+k3wzs4GZBOxf2vdC6esTWHLY9Jza/+RiZccAZ+W204BVgZ1ISdbYJvc/nZTs7EMqmnMaqVjZmIhYSBoG/WSO8RHgnaRCZcsC38z33wW4mNQb/CtgU+B8SfMi4rvNXry1jfuAbevsfwGY0uI15kbEQ320mdWkzRRgG0kjI+JFgIiYDcyWtEof151JKppXHl24JnBLsWGuCTATeFDS08Atkk7Mw/vNzDpNuwzVBw/X7yoerm9mPUvSSpL2k/RfkjYdwCXmR8TM0vZ0qc2zddrMyfevFSv7XEQcHRE3R8S0iLg7IsYD720Se61Y2Rci4oaI+CMpmX8rqVgZEXFhRBwZETdFxMMRcSnpgcNehUvtD1wdEefkNtcC3wKOabcqux0yeqLPpd5yu7dI+m2+9wxJxy/F+/0d4N919p+VC9YNh0tIvfVHDODcu0hDVXes7cjv6abAbU3Oq31WqzdVwcysE7RTkt8Tw/V7pSffw/XNrCdJ+n/AVcCrC/u+TUqah2vY3KAXK5NUK1Z2XYPzVgL+Vfh6FEt+wJgHrAdsCExtEkMV2n30RG2pt+NIf19fD5xNGkHxsXz/lYAbSEPktyQtNfdD4Dng203uXVdE/F3SNsA3SMvPPQl8n/4NZR9VZ/7+wogodgSsWKfNvIiYHRGTlSronyJpQ9JSeo+QeuM/Vbteg/hnS7oAOFnSEyx6X+8l/XuT5/6vRnogMAd4M+nfanJxdIGkNwGvIH1QfZWkzfM97mn5nTAzGz7tlOT3RE8+EdH1G3A7sHUbxCHSB6MRVcfizZu37t9IyfGjQNTZdmvxGhOABaSEo7iNL7SZCsyv02a3fPyXwJ9K1z281HaDBvffN99fpf2/Ab7f4Jy3kz5M7FXY9ylgLinBXYZUQO2B/F68ewje+1XyPb9au2c/zp0AXNNHm6nA55sc3yq/tiMbHFeTc1cmPVD4j8K+9fPfr/c3Oe9I4LHC158m9bwvV9j3P6Ricg3vP4Q/DxMa/Cw8Wnpf67X5celae+XvwX+ReucfBS4FtukjhlGkhy6z8vfj1cD6heM7kD6zPEN6CDUFGA+8us6//xJxDvd72o/3eHIL7/FJpWvtSXr48XThvbgI2LLF9/gp0gOlq4D1CsdXJz0c/Cfp99Z00gOqlQttxgI/Bx7L/073Ap+o+v315q1TN+BNwP1Vx5Fj+QTww6rjGOrNPfnDKCJC0vOkP0Bzq47HzLree4B1GxzbG7imxevczKJeyppnSl+fBlxQ2vdYk2tOJPXOb0bqER6U6WOS3ghcC5weEVcUDp0PvI70wX0kKfk8A/gaKXkdNJLeQZr3v1ph9y8lfShaX899aQ3r6AnVX+rt3cAtETGvsO86Uk/8RsA/WnkhgyUiDgIO6qPNRi1e6wrgij4bLnnefNJQ/7rD/SNiErlXv4/rbNTfew+jjh+FQvo+vw84mfR77P3AeZKej4iLm9zbzOp7JelhXTvoiZ78Xkny22VOPiwasu8k38yG2sgBHivriGJlkjYhVUG/NCK+VDyWk9pjJB1HWq7sSWD7fPjhPmJoWZ5vPoHFE3yAXUijF77T4qV2ljSntO/siDim8PU4SV8rtfl4RFxDg6XeSElLzZsi4pE69+7XUm+khGo50kOj4lJva5F6uMvXqB0b1iTfWiPplaTv11WBmyLi7/28xPxIhQObebZRm0INj6Mi4szCoWnA3Xm6RF2FGh4HR8QNed/++dwdgOsi1W/4XvG6ks4Bjq3tiIhvli59rqT3kkZwOMk36792Gq7fE3Pyu77wnqRXkIrkzK46lszz8s1suPyONNS1np8PYxxDXqwsz1G+CfhpRBzd6GIRsTAiZkTEC6Sevttj8fnYS+sNpHnU9Xy4H9fxUm827CSNIT18+RnwA+AhSd8a5uKUgz4KhTQ1Z+t6JzQYhVJPuc6HmbWunZJ8L6HXJVYj9TAN6nDMpeAk38yGRUTMlXQIcBmpSFfNT/LWqnYvVvZm0vzoG4FvFuOo9RZKGg18lPQgYBSpx/mjwHatvw0taZaA9KfQYUeMnojmS73NzOdQukbtHtZGJI0AfkpptAbwJdIDw1an93TDKBRKbXcjjfx5T6M2ZtZUOyX5T9IDw/W7vief9CGl8vn4BU7yzWzYRMT/kT40H0cq4PV+0ofpukl1AzuQ5qUWt7tLbY6v0+bsQhzHkOa7voVUCOshUm/hq4Bto/n6358lzaG9jJRszAF2L7yGjwJrkOoMlGMoOgD4fb7Gm4GxEXFnC6+/Px4iPYCo5/JBvlcz7bDU2+2kBw3Fv3k7kgqeTR1AXDa0tgJe0+DYvv24TleNQpH0HtIQ/SOH4PeFWa9opyR/NrB8Hu3dtXqhJ78tiu4VOMk3s2EVEdNIa8IP5NyDaP9iZV8jFdBrdo2nSIXghlQusHogqcDcGoVDP2fxecB9affRE60s9XYxaXWBCZJOJD1s+hLw9T6GXFs1mn02GdXkWFk3jEIBXl6C9BfA8RFRLhRoZq1rmyQ//52eRfo98c+q4xkqvdKT3y5F98BJvplZV4u0VvnrScN/jyVVAv9QrgPQqnYfPfE8cBhwK2m+83dIy8HtWrj/bFLP/TrAH3Js3yY9MLD2czuN55y3OlR/MLTDKBQkbUta/vNrEXH6AGIxs0XaJsnPur74nnvyh5+TfDOzLhcRz5Kq7A/k3INo/9ETrS71dh+wbX/vb8MvIuZJ+iQpyS6uvnEt8ON+XKrjR6FIGptf9znAxYVYy6+jrUiaABxY59AdEfGu3GYqsGGdNuOLq5JI2hP4L9KUhuWA6aQHQd+NiN83iWEUcCqpsOlywK+BwyPi0Xx8ddL301tI/w5PkB5CHpcfDNYKqZ5NWlt9ZVJv66WkBy79eVhq7aPdkvyuX0bPPfnD73nSLz0zGwKSJkiKOtvkQpupDdqcVLrWnpImSXpa0jxJUyRdJGnLPmIYJeksSU9Jek7SVbk3qXb8bZIukTQ9X/evkr4oaZnSdd4v6XZJz+Zr/VzSxoP1XpmZFeWHQm8irU1/FvAhYI/asPkWdfwoFNJDtuWBz5dibJjcDiZJy0t6l6TXD+D0ScDapW3XUpsT6rQ5sXD/caSHK/cBewKbkGqe3M+S9RXKTictNbgPsA1pVYJrcmFHgJdI/z67k6bwHEQqanh+4RovABcBOwFvJP2bHlKM0TrOcrRXkt/1Pfnq9mlxkr4LTCmttVoZSVcAl0VEfypbm1mLck/GusD+pUMvRMTTuc1U0geI8hzLORExJ7cZBxxD+qB7JWmd5VVJHzp2iYixTWI4l1TM6UAW9SStAoyJiIWSPkEqIvUzUg/VO0kfcL5VW59Z0mtIH0DPBM4jfbg9GXhtRAzkg5+ZmbW5PJriFFIPNqQVQfaprRTSx7kTgNERsVuTNlNJvfGnNji+FTAZOKreZ2dJalRTQ9LKpOTp4IiYmPetT/r7uUtEXNfgvCOBYyNi7SZxnwa8OyKGvLaKDT5JXwFGRcT/VB0LgKRzgL9ExNl9Nu5QvTBcfzTpSW67eIIuHx5itrQk7QIcBaxP6jn5VkT8tR+XmN/CB6JnG7XJH3KOY8kPOdOAu/NQ0kaxr0zqcTg4Im7I+/bP5+4AXBcRF5ZOe1jS20m9H9/M+2rrPR9b64GS9C3gN5JG50JyZmbWJfI0gfNKu8eShqqPHaYw9iWNfjin3sE+imbW/m5dX2g/XdIDwNakgqSLkbQO8GHgt40umkc07Ewa1WGdaQ3gb1UHUdD1y+j1wnD9dpuTP5Ml16A1s0zSQaRqxu8nDRs9ELhT0qbDGMagf8gh9cpv3eS8lVi86NXvSQWkDpU0QtKKpPfi907wzcy60icb7N9O0htbvMbOkuaUtvGlNuPqtKn1/m8MPBwRC2qNJR1eartBg3uvRaqXUP4b9Tilz755ytpcYAbwLKlQKaU2t0l6npQc3kp6+G6daS1SDtQunqLLh+v3QpI/mvZK8h/DSb5ZXZKWZVFPdtFK9O+Pe0d8yClc++2keYkvTx/Iy97tCHwdmE9a1/UtQMNhmGZm1tGa9Sy22ut4M2k6WHErz6M/rU6bG5tcc2Jusx9p5YPByB+OJhX12wN4LWkuf9neuc2+pLoCxwzCfa0aa5FyoHbR9YX3emW4fjsV3nNPvllj65EKANXzzn5c52YWVWGueab09WnABaV9zf4ATST1zm9GmqM/KA9Jc+/MtcDpuehVbf9aOb7/JVW7XpFULOknkt4XES8Nxv3NzKxt3EJh+b+CZ4F7WrzG3NoqAU3MatJmCrCNpJG1gou56v1sSav0cd2ZwAiW/Oy9Jum1vSxPl5sJPCjpaeAWSScWiyoW/v/+XLjvB5JOKT6At46xNu3Vk9/1hfe6uidfkmi/nvyZNE5izHrdU6Re63oe7cd15kbEQ6Wt/HtgVp02z+VjU4DXSXp5Gam8tNNDLcRR/JBTtCalP3CSNiEVVbq0uHRR9hnguYj4YkTcHRE3k3pRtqP5sH8zM+tM3wXq1Z85tlYUdhhcQuqtr7t8Zh/uIk0ze/lBRV5ZZlPgtibn1fKRUX20WZb099U6j4frD7Nu78lfkVRRu52WbHBPvlkDETFH0oXAp+scHs4VMi4BjiR9yDmtn+cWP+RcDPU/5CitA/wb4CcRcXSd6yzPkmtB177u6ge0Zma9KCL+JendpL8/25ESkfMiYlI/LjMqjwQrWhgRxZ71Feu0mZcfZk/OxWVPkbQhaSm9R0gPqmsj5Mp/m2rxz5Z0AXCypCdYtLrMvaSl/cjT4lYj/a2cA7yZNJ1gcm10QS5W+zxpCb8XgHcA3wIuj4hGHQHWpiS9ChDp37tddH3hvW5P8tut6B6keblrSFrGw23N6jqa9MfgE8ArSCtSHB8RP+/HNdr9Q86bSQn+jcA3i3EUKv5fCxwt6XgWDdf/JjCd9OHIzMy6TET8i1SLZaB2YMmpZzNI0+Fqjs9b0UTSaDEi4hhJd5JGlB1AWsL1cVLxu22LQ+rr+CywALiMtDb6r4EDaqvEkJL3w0gPvkeR/qZdCZxUuMYC4FjgDaTPA9OAs4HvNLmvta+1gJl9FC0ebk8Bo5stCdnp1KWvC3h5GayzIqI/c3mHnKRZwBtdIdusMUkrkR7UPVKbF9jieRNIVejLZkTEernNVGDDOm0mRsR+hWvtRfqQswWLf8g5OyJuqXN+7bxRwKmkYkG1DzmH1z4YSfoa8NV650aECtf5OPAF4I3APNLaxcdExP2N7m1mZmbWLiRtA5wUEe+pOpYiSf8G1s81J7pOtyf5u5E+WO9adSxFkv4C7B0Rf646FjMzMzMzs6Eg6aOkvOcjVcdSJOlhYMeI+HvVsQyFbp/X2W5F92pcfM/MzMzMzLpduxXdq+nqZfR6Iclvp+Xzalx8z8zMzMzMul27JvldvYxetyf57Vh4D5zkm5mZmZlZ92vXJL+rl9Hr9iS/XXvyH8NJvg0CSRMkRZ1tcqHN1AZtTipda09JkyQ9LWmepCmSLpK0ZR8xjJJ0lqSnJD0n6aq8ZFzt+NskXSJper7uXyV9UdIyhTZfaxBjSFpjMN8zMzMzMxs2a9OeSX5XL6PnJfSqMZNUrdsMAEkiLScTwIP9XM5jErB/ad8Lpa9PAM4t7Xt5vVJJ44BjgLNy22nAqsBOpPVrxza5/+nAHsA+LFou7hpJY/KSOWNIv0j3Jy1D907gfNLvn2/ma5wKfK903UuBiIgnmtzbzMzMzNqXe/Ir0O1Jfrv25Hu4vr1M0juBi4BN8q6/SDowIlpdC31+YW31Rp5t1CYvNXkccFREnFk4NA24O68X3yj2lYFDgIMj4oa8b/987g7AdRFxYem0hyW9HdiLnORHxBwWf+iwPrANSz68MDMzM7POsRZpFHO7eRLYuOoghkq3D9dv5558V9c3JL0a+BWLEnyANwO/lLTiMIWxLynBPqfewT5GFYwBRgLXF9pPBx4Atm5y3krAv5ocPyQfv6JJGzMzMzNrU5JGkPKxdhyV2dU9+d2e5Lsn39rdx4BX19m/OtDqeqI7S5pT2saX2oyr02a3fGxj4OGIWFBrLOnwUtsNGtx7LWAhSz5Me5wG3+O5F/8glpw+UDs+AvgE8KOImN/kdZuZmZlZ+xoNPBMRL1YdSB2ek9+JJI0EVgSeqTiUep4GXiVplJOYntfsYc+aLV7jZuBTpX3PlL4+DbigtK/Z0KmJpN75zYArGaQHgpLeCFwLnB4RjXrpdwbWJ83bNzMzM7PO1K7z8aHLe/K7NskHVgOejoiXqg6kLCJekvQ4KYl7pOp4rFK/G+CxorkR8VAfbWY1aTMF2EbSyNqT1oiYDcyWtEof150JjGDJUTNrArcUG0raBLgRuDQivtTkmp8CbouI+/u4t5mZmZm1Lyf5Fenm4frtOlS/xkP2DeA3wDV19v8MuHWYYrgEWAE4YgDn3gW8COxY25GXz9sUuK2w703ATcBPI+LoRheTtA7wAdyLb2ZmZtbp2jnJf4Y0snpk1YEMhW7uyW/Xons1Lr5ntVEdewH/CXyYtITe5cD5/VhGb5Sk8gOjhRFRfMi1Yp028yJidkRMzhX0T5G0Yb7/I6Te+No0gIUN4p8t6QLgZElPsGgJvXtJS/sh6c2khxk3At8sxlGn4v8ngOeAn7Tyws3MzMysbbVrZf3aZ/CnSaO/2/VBxIB1c5Lf7j35j+GefAMi4gXS+vRnDfASO7DkL9AZwHqFr4/PW9FEYL8cwzGS7gQ+AxwAvIpUPO9WYNtcMb+RzwILgMuA5YBfAwdERO3BwEeBNYC981akl/9HEqmq/sSImNvkfmZmZmbW/tamvacm14rvdV2Sr9Y7CzuLpMOBt0bEYVXHUo+kE0i9rV+vOhYzMzMzM7PBJOlS4KqIuLjqWOqRdBPw9Yi4sepYBpvn5FfHc/LNzMzMzKxbtfOcfOjiZfS6OcnvhDn5TvLNzMzMzKwbtXuS37UV9rs5yR9Neyf5jwHrVh2EmZmZmZnZYMq1ltbBSX4luj3Jb+fh+n8DNs4/AGZmZmZmZt1iLeCFiHi66kCa8HD9DtTWw/Uj4inS+uJrVh2LmZmZmZnZINoEeKDqIPrgnvwO1O49+QAPAptWHYSZmZmZmS1O0gRJUWebXGgztUGbk0rX2lPSJElPS5onaYqkiyRt2UcMoySdJekpSc9JukrSeoXjq0u6TtI/Jc2XNF3S2ZJWbnC9N0h6VtKcpX1/+rApKddpZ+7J7yR5CHxb9+RnD5CecpmZmZmZ2RCQtK6k90habQCnTyKt917cdi21OaFOmxML9x8HXA7cB+xJ+vy/N3A/cEof9z8d2AvYB9gGWAm4RtKIfPwl4Epgd2Bj4CBge+D88oUkvQK4FLi5j3sOBvfkV2jZqgMYIq8CXoyIeVUH0gf35JuZmZmZDQFJy5GS3X0BAS9IOgP4UkS81OJl5kdEX8Xjnm3URtJWwHHAURFxZuHQNOBuSSc3iX9l4BDg4Ii4Ie/bP5+7A3BdRMwCvle8rqRzgGPrXHI8cC/wW2C7Pl7T0toU+NUQ32NpuSe/w3RCLz64J9/MzMzMbKiMB/6DlOADvAL4AvCZYYxhX2AOcE69gxERTc4dA4wEri+0n07KIbaud4KkdYAPkxL54v4PALsBR/Qj9qXRCT35s4DR3VgIvVuT/HZfPq/GPflmZmZmZoNM0khSL3g9n+rHpXaWNKe0jS+1GVenzW752MbAwxGxoBDb4aW2GzS491rAQpbMax7Px14m6RJJc4EZwLPAwYVj65BGNOwXEUM9Fx9JKwKrAY8M9b2WRh71/SJpFHhX6dbh+qvT/kX3IA21WU3SihHxbNXBmJmZmZl1ieWA5Rsc688Q7ZtZ8qHAM6WvTwMuKO17rMk1J5J65zcjzacfjI7Xo4Gvkx4qfIs0l/8/87EfAedGxB2DcJ9WvBGYEhELh+l+S6M2ZL+rcrFuTfI7oic/Il6SNIX0g/CHquMxMzMzM+sGEfFvSX8C3lbncH8Kz82NiIf6aDOrSZspwDaSRkbEizm22cBsSav0cd2ZwAiWXDVsTeCWYsNcE2Am8KCkp4FbJJ2Yh/e/D9hO0ldzcwHLSFoAHB4R5/URR39tSvsP1a+pFd97uOpABlM3D9fvhJ58SD8AHrJvZmZmZja4/ht4obTvX8BX67QdKpcAKzCwufB3kYaT71jbkZfP2xS4rcl5tRxvVP7vW4DNC9vxwLz8/z8dQFx92YT2Xz6vpiuL73VrT36nFN6D9APg4ntmZmZmZoMoIn6d16E/Engt8CfgjIiY2o/LjJK0VmnfwogodiiuWKfNvIiYHRGTcwX9UyRtSFpK7xFSb3xtGkDdYe0RMVvSBcDJkp4gFYo7jVQhfxJAnvu/GumBwBzgzaRl+SbXRhdExJ+L15X0DuCl8v5BtClpqb5O0JXL6HVrkj8a+HvVQbToAeDjVQdhZmZmZtZtIuJe4NCluMQOLDm/fgawXuHr4/NWNBHYL8dwjKQ7SVX9DyAVenscuBXYNg+pb+SzwALgMlKdgV8DBxTmuz8PHEZKrEcB00nz/E9q+RUOvk7rye+6JF/NV23oTJJ+DkyIiCurjqUvkt4KXBoRb6o6FjMzMzMzs4HKqxr8G3h1RDxfdTx9kXQssHJEfKnqWAaT5+RXbwrwmvwDYWZmZmZm1qleC8zohAQ/68qe/G5N8jtmTn7+AZhB+oEwMzMzMzPrVJvSOUP1IeWMXVd4r1uT/I5YQq/gQVxh38zMzMzMOtsmdM7yedClhfe6LsnPw95XIi2P0Sm8jJ6ZmZmZmXW6TuvJ78ol9LouyQdWBf5VqDjZCbyMnpmZmZmZdTr35LeBbkzyO6noXo178s3MzMzMrGNJEp21fB6k0d8rSuqqpeW7McnvmKJ7BQ8Cm+QfDDMzMzMzs06zDvB8RDxddSCtioiXSIn+alXHMpi6McnvuJ78/IMwj/SDYX2QNEFS1NkmF9pMbdDmpNK19pQ0SdLTkuZJmiLpIklb9hHDKElnSXpK0nOSrpK0XuH42yRdIml6vu5fJX1R0jKl60jSZyU9KGm+pMfKMZqZmZmZdYBOG6pf03XL6HXVsISsE3vyYdG8/BlVB9IhJgH7l/a9UPr6BODc0r45tf+RNA44Bjgrt51GqumwE3AKMLbJ/U8H9gD2AWYBpwHXSBqT60GMIf3C2B94BHgncD7pZ+6bhet8G9gN+AJwH7AysHaT+5qZmZmZtaNOK7pX03XL6HVjkt9py+fV1Obl/7rqQIZanpbwUVICvDzwK+CciHiuH5eZHxEz+2jzbKM2krYCjgOOiogzC4emAXdLOrlJ/CsDhwAHR8QNed/++dwdgOsi4sLSaQ9LejuwFznJl/RG4AjgrRFRfOp5dx+vy8zMzMys3XRqT37XFd/rxuH6q9Nhw/WzB+md4nvjgctIPdjvA04GJkkaNYwx7Evq1T+n3sGIiCbnjgFGAtcX2k8n/VLbusl55aUd9wAeBnaW9HCeYnCRpDVaewlmZmZmZm2jU3vyu24ZvW5M8ju5J7/rl9GTtCHw+TqH3kUa+t6qnSXNKW3jS23G1WmzWz62MfBwRCwoxHZ4qe0GDe69FrCQJb/PHs/HlpB78Q9i8ekDrwU2BD6ej+1P+h64ujx338zMzMyszbknv01043D9f9KZPeL3A5tJUh+9yJ3uPUCjVQS2ASa0eJ2bgU+V9j1T+vo04ILSvseaXHMiqXd+M+BKBukhWB6Wfy1wekRcUTi0DDAK2D8ipuS2+wN/BbYE7hiM+5uZmZmZDSVJryaNWn206lgGYFPS9OGu0Y1J/oWkod9fLfbSdoBHSb3DGwH/qDaUIfXEAI+VzY2Ih/poM6tJmynANpJGRsSLABExG5gtaZU+rjsTGMGSKzmsCdxSbChpE+BG4NKI+FLpOo8BC2oJfvY30vfBBjjJNzMzM7PO8C7gzrwkXceQtCZp+vDBVccymLpuSHBE3E9Kkj9QdSz9kXvvbwfeXXUsQ+xGUiJb9iLww2GM4xJgBVLhu/66ixTvjrUdefm8TYHbCvveBNwE/DQijq5znd8By0p6XWHfa0kPEKYNIC4zMzMzsyq8m5TLdJqDgJ9FxL+rDmQwdV2Sn50PfLLqIAag65P8vLzcB0iJcs1M4COlHu2+jJK0VmkrF8xYsU6blXMck0kF/06RdIakbSRtKOmdwGH5/IUNXsNs0jSAkyXtIGkL4EfAvaSl/ZD0ZtIDjZuAbxZjKFxqEvBH4EJJW+TrXEjqwf9DP94LMzMzM7MqdVySn1f8OpSUO3YVdeP0b0krANNJS5N1zLwQSe8BzoyIMVXHMtTyD9UmpN70P9WGzLd47gTgwDqHZkTEernNVFJRu7KJEbFf4Vp7AZ8BtgBeRSqedytwdkTcUuf82nmjgFNJVfqXIy19eHiuso+krwFfrXduRLxck0DS2sCZwM7APOAG4HMR8Xije5uZmZmZtQtJI4CngddGxKyq42mVpPeSPoe/tdtqonVlkg8g6RzgsYj4RtWxtErSK4FZwBr9XDPezMzMzMxs2El6K2l66hurjqU/JE0E7oiIM6uOZbB163B9gB8Ah3TSUmQR8TxwH/COqmMxMzMzMzNrwbsp1KXqBJJWJU0h/nHVsQyFjkmA+ysi/kjqFd+xr7Ztpuvn5ZuZmZmZWdfouPn4wP7AtRHxdNWBDIWuTfKzTizAdzuwddVBmJmZmZmZtWBrOijJz7XBPkkXFtyr6do5+QCSViItRbZJpxQyk7Q+qeL6Gt1WAMLMzMzMzLqHpNHA34FV8ypabU/Su4GLgDd2a77V1T35eb3DK4EDqo6lVbk6+/PA6/pqa2ZmZmZmVqF3AXd2SoKfHQr8oFsTfOjyJD/7AXBoHpbRKTwv38zMzMzM2l1HFd3LI70/TOrJ71q9kOTfDiwAtq06kH7wvHwzMzMzM2t3HTUfH9gH+E2nTOUeqK5P8vMwjE4rwOeefDMzMzMza1uSliUt/X1H1bH0Q1cX3Kvp+iQ/+xGwW14PsRPcDbxB0opVB2JmZmZmZlbHW4DpEfGvqgNphaQtgNWBG6qOZaj1RJIfEbOAXwD/UXUsrYiI+cA9wJYVh2JmZmZmZlbPu+msofqHAhd0WJHAAemJJD/7AfDJDirA5yH7ZmZmZmbWrjqm6J6k5YGPAz+sOpbh0EtJ/k3A8sA7K46jVS6+Z2ZmZmZm7aqTiu59FJiclyvvej2T5EfES+Te/KpjadHtwLs6aOSBmZmZmZn1AElrAKsCD1YdS4t6ouBeTc8k+dkEYK9OKGgXEf8EngU2rjoWs04kaYKkqLNNLrSZ2qDNSaVr7SlpkqSnJc2TNEXSRZKa1s2QNErSWZKekvScpKskrVc4vrqk6yT9U9J8SdMlnS1p5dJ13i/pdknP5mv9XJJ/N5j1Qyf8Tii1HS1pRr7/6NKxt0j6bb73DEnHu1PAzIbZu4E7ckdqW5O0KfA64NqqYxkuPZXkR8RM0rD9j1ccSqs8L99s6UwC1i5tu5banFCnzYm1g5LGAZcD9wF7ApsAewP3A6f0cf/Tgb1Ia7JuA6wEXCNpRD7+EnAlsDvpgd5BwPYUnjRLeg3wc+AWYAtgB2A5UjFRs54jaRVJ780f2vqr3X8nFP2QVIR3MZJWIlWGfpxUoPco4AvA5/q4t5nZYOqkonuHAhMi4sWqAxkuSsvI9w5JuwJfi4i2nJsv6RXAuhHxD0lHAptFxKeqjsusCrmH66ukxHY2aTTOWa1URZU0ARgdEbs1aTMV+G5EnNrg+FbAZOCoiDizznFFg1+iuTf+SeDgiJiY960PTAN2iYjrGpx3JHBsRKydv/4IcBnwitrrlvRe4DfA6hHxVKPXZ9ZtJB1D+p2wXN71W+BjEfFEC+dOoEN+J0g6CvggMA74NYWfdUmfBsYDa0bEvLzvf4BPA+s1ur+Z2WCSdDPwjYi4QdIbgIfa8fePpFHAdODdEfH3quMZLj3Vk59dB6wl6W1VB1KWn85fCxyTd92Ge/KtR0laDfgd6enrRsDbgO8AZw9jGPsCc4Bz6h3s44/ZGGAkcH2h/XTgARoU1ZS0DvBhUuJS83vgReBQSSPydKMDgd87wbdeImkP4CQWJfgA2wH/O4xhDPnvBKV1nI8BDiCN9il7N3BLLcHPrgPWIf2uNDMbUpJGAm8H7shThc4HfpD3t5s9gft6KcGHHkzyc0/YhbRZAT5J65KG4/4N+Eze/SfgNeX5uWY94lPABvX2S9qwxWvsLGlOaRtfajOuTptaT9/GwMMRsaDWWNLhpbb1YgRYC1gIlBPxx/Oxl0m6RNJcYAapFsfBtWMRMQ3YEfg6MJ80ouEtQMPeSLMu1ejv9vub/ByWtfXvBEkrAJcCR0TEjCbXebzONWrHzMyG2tuAf0TEv/PDzd1IU5uuUvvVPuupgns1PZfkZxcC+0hars+Ww0DSZqRe+4uBz9SG5OZ5I3+kc5b9MxtMWzTYL2DzFq9xc25b3MpzZk+r0+bGJtecmNvsB6zA4PwePZr0RHwP4LWkebsASFoLuIDUW7klMJb0IOAnknr1d7j1plWbHHt1i9do998JZwK3RsQVS3ENM7Ohtth8/IiYQ5pi9CjwW0lrVxVYkaTXkh5IXFl1LMNt2aoDqEJEPCLpTuAjwI+qjCXPrb0UODoiLq7T5HbSML4bhjUws+pNa3JsaovXmBsRD/XRZlaTNlOAbSSNrBVriYjZwGxJq/Rx3ZnACGA0aR5uzZqkUTsvy0VBZwIPSnoauEXSiXko72eA5yLii7X2kvYjzS/bGri1jzjMusVN1J/C9gRpyHsr2v13wvbA+pIOzF/XKubPlDQ+Ir6cr7Nm6dq1r2f2EYOZ2WB4N6XcJCIWSPoU8D/AbZJ2jYhWfzcPlUOAH0fE/IrjGHa93At0PhUP2Ze0LynB/3iDBB/Sh5rthy0os/bxfWBenf2/iYg/DVMMl5B65o4YwLl3kebS71jbkQsJbkoaudNI7ffyqPzf5UlDfIsWltqa9YLTgHLyHaSH5C8MUwxD/TthJ1Kv0+Z5OzTvH0vq5Yf08H8bSa8sXHtH4J+0/gDUzGxA8ijC97F4/SAg1SWJiG8AXwNukrTNMIf3MknLkqY/9txQfejRnvzsauBsSZtExIPDeeNcoOKLwOHA9hHx5ybNbyINy311RPxrOOIzawcR8ZCk9wNnkT70LgB+AvxXPy4zKg93L1oYEcVetBXrtJkXEbMjYrKkk4FTch2Ay4FHSL1mtVUv6lb6j4jZki4ATpb0BDCLlKTcS1rGizzPdzXSh/85wJtJQ4cnF3oSrwWOlnQ8KcFYEfgmqSf/rn68F2YdLSKekvRO0uiWrUnz0L8XEXf04zJt/TshIqYUz5E0Ov/vg4VCmxeTVhiYIOlEUp2ALwFfb8fK1mbWdd4O/CsiHm7UICIukvRP4ApJn4mInw5feC/7AKluwP0V3Lt6EdGzG6lK76nDfM8RpOrgfyItldfKOdeSlgiq/D3z5m24N9Jw1dHACv08bwKpl6+8PVpoM7VBmx+XrrUXacm6f5F64h4ljcLZpo8YRpEeUswC5pIeLq5fOL4DqVfuGdKohSmkpbFeXbrOx1n0IODJfJ03Vf1v481bJ22d8DuhTvux+f6jS/vfQqov8DzwGCnpV9Xv8VL8G0xu4d/gpNK19iQ9HHm68PvzImDLFv8NngKeA64iLT1Yr+1oUkHUxf4NgFfm13Jv/ve/qer31pu34dqA44Fvt9h28/z78egK4rwGOKjq96uqTflN6El5TcffkX65D/lQP0nLk57ArwDsFRH/bvG8w4GtIuLAPhubmZmZDaE8IvEVwAvRjw+SkiYA6wL7lw69EBFP5zZTScn6uaU2cyIV90LSONIyg2eRCmpNIxVm3AnYJSLGNonhXFKR0wNZNJpiFWBM5MLHhbZXk6ZF7QqsHnk0RV4F4duk4si7Aqs0u6dZN5F0B3BsRPymxfYbAL8kzeH/7/LP2VDIU6HuJT1EfW6o79eOeno+Z0T8DfgL6Zf9kJK0Oump/2zgA60m+NkvgV1cSdvMzMyqlAt/TiGNIpgq6dM56W/V/IiYWdqeLrV5tk6bWoK/FXAc8LmIODoibo6IaRFxd0SMB97bJPaVSYW4vhARN0TEH0kPHN5KGllVbHsUqSbKt8vXiYjnIuKwiDiP1Etp1hMkrQG8kX4U/Y2IR4D/R+rV/8kwrW52MHBZryb40ONJfnY+8BVJH8o97YNO0utJQ3JvIA0b6deogYj4B2lY2ZghCM/MzMysT5L2Jq1K9Pq8awPgHOCwYQxjX9LUpXPqHexjZMEYYCRwfaH9dNLqDFvX9knagjRS4ADgpaUP2axr7Az8egC5zL+A9wPzgUmSVhuK4CS9WtL+wKfp0YJ7NU7yUyGvc0nFvB6T9FNJ+0haaTAuLuldpKVxxkfEV/ozrK3kWlIBCTMzM7MqHNNg/5f60Zu/s6Q5pW18qc24Om12y8c2Bh6OiAW1xpIOL7XdoMG91yIVRnyqtP/xfKw2FP9S4IiImNHiazLrFbsCvxjIiZGWsduPlBfdltewX2qS1pD0KUm/Ik3d2Qv4bB6p07N6ubo+kNZ0JCX55+YqtnuQvgG/L+m3wM+AqyJiVn+vLWkP0lOkgyJiQD8QBb8gFeT62lJex8zMzGwg3tBg/wakHvJWevduZtFKBDXPlL4+DbigtO+xJtecSOqd34w0R39pOrHOBG6NiCuW4hpmXScvSbcT8LmBXiMiXiI9FJwO3CrpgxHxhwHEsh7w4bxtDvyK9DvjI7WpPb2u55P8olxQ5QLggjxvazfSN8/pku4kJfxXRsTMvq4l6TPAl4FdB/LNW8fvgI0lrRkRjw/C9czMzMz648/Au+rs/xupynwr5saiJUIbmdWkzRRgG0kjI+JFSMsTArMlrdLHdWeSVjkaTVqppGZNUu8iwPbA+pJqxY5rIxRmShofEV/u4x5m3erdwNSI+OfSXigizpb0KPBLSQdFxLV9nSPpdaRe+g+THjheTaqZcUNEPL+0MXUbD9dvINJ6uBMjYi9gHVJv//8DHpB0i6Sj8xq5i5G0jKSTgCOB/zdICT557ssk0lwYMzMzs+F2Imk5ubITlmI6Yn9dQlql6IgBnHsX6WHEjrUduUdwU+C2vGsn4G2k3sHNgUPz/rGkXn6zXjXgofr1RMTPgd2BH0gqj+5ByZslHS/pHlKH52uBrwBrRcRBEXG1E/z63JPfglyZ8WfAzySNIj3l3Qs4TtI04Iq8TQN+CGwIbD2QIf59+AXpB+yiQb6umZmZWVMRca2k3YH/IQ2N/xtp/fqf9OMyoyStVdq3MCKKPesr1mkzL3fATJZ0MnBK7my5HHiE1BtfSxTqLtEVEbMlXQCcLOkJFi2hdy+pI4WImFI8J0/lBHiwtoRe3v8m0jKCo4FXSdo8n39PX2+AWYf6AINcZDP/PG9L6tHfADge2IJFPfbLk3KwI4DbhmP5vW6h4Xvw2n3y3JRtSd+IHwJGATcC+0fEvCG439qkJf/WKBacMTMbDHkN6wPrHLojIt6V20wlPcgsGx8RXypca09SQdO3A8sB00mrjHw3In7fJIZRwKnAPvm8XwOHR8Sj+fjqwI+BtwCrAU8AVwHH5SG7tet8jLTM1sakYbnfjYhT+noPzGzoNPkdMyMi1sttplL/d8zEiNivcK29gM+QEoJXkYrn3QqcHRG31Dm/dl7td8y+LP47ZnqD9mNJn+1WLyX5deOMiP4sJ2jWESStD9wNrDkUiXZemu9q0sodT7OoA/UPwzhKqKs4yR8keQ37TYC/DuVTJkl3AUdHxM1DdQ8z62yS1iVVin4gIub247wJwLqkdaOLXqitY50/2F5EmsJUNKewjvU4UhXus0hFsKYBq5KGwe4SEWObxHAuqQDqgSzqZVsFGBMRC/OyOx8Ffk+qkP164Gzg3oj4WL7GLqQPC0eSivFsSiqC+s2I+G6r74eZmZlBHk6/XUT8xxDe45WkIp5/c2K/9JzkdxhJ3wBGFnvMzMwAcsHQC0lD3AD+DXwlIlqaR5qT/NERsVuTNlNJveKnNji+FTAZOKrefSWp0R/vHP+TwMERMTHvW5/0kGCXiLiuwXlHAsdGxNr564uB5SLiQ4U2RwBfBDbwhwczM7PWSfo5cFlEXFx1LNYaF97rPL8gzYkxMys7j0UJPsBKwBmSPjiMMewLzAHOqXewjwR7DGkZrusL7acDDwBb1ztB0jqk1/zbwu5RQLkQzzxgPeoPAzYzM7M68hSX9wJ1H7Rbe3KS33nuBNbOxSnMzICX57N9tMHh/hTK2VnSnNI2vtRmXJ02td7/jYGHi3VDJB1eatvo99dapIJZT5X2P56PvUzSJZLmAjOAZ4GDC4evA/aQtFNe8WRj4L/zsbVbfB/MzMwMtgP+XCwoLmmCpKizTS60mdqgzUnFi0vaU9IkSU9LmidpiqSLJG3ZLChJoySdJekpSc9JuiqvllE7vrqk6yT9U9J8SdMlnZ1HDdbabNQgxo5fzcxJfofJ8/1/BexSdSxm1lZWY9F6zmXlKtXN3MyipaNqW7lg3Wl12tzY5JoTc5v9SEtfDcbfnqNJRf32IC2pc3rh2PmkegA/B14gTR+4NB97aRDubWZm1hXyw/Bmf5d3BeqtYz+J9OC8uO1aanNCnTYnFu49jrRCxn3AnqT6ZnsD97PkZ4+y00nFz/cBtiGNXrxG0oh8/CVSXaDdSR0QB5FWSDu/zrV2LsX4mz7u3fa8hF5n+gXwceD7VQdiZm3j76RK82vUOXZrP64zNyIe6qPNrCZtpgDbSBoZES9CWrYKmC1plT6uOxMYQVqSqric1prAYtWyI2Jmbv+gpKeBWySdGBHT85SAYyQdR3rA8STpDzvAw33EYGZm1vXyCMDTgI8AI/K8+89FxCOlpruSEu+y+flvcTPPNmqTa/gcx5I1fKYBdystldko9pWBQ0g1fG7I+/bP5+4AXJdHHnyveF1J5wDH1rnkrBZeS0dxT35nug4Ym6tQmpkRES8AX6hz6DGg4R/KIXAJqbf+iAGcexfwIrBjbUceercpcFuT82p/y0YVd0bEwoiYkd+bfYDbS2txm5mZ9Zy8DPgNwH+Q/nYuS+oVv0nS8oV2byAtUXnPEITRDjV8an4m6QlJv5P0kdbCb29O8jtQfjJ1H7Bt1bGYWfuIiP8F3kca+nYb6Qn9lrU15ls0StJapW31UpsV67RZOccwmfRQ4RRJZ0jaRtKGkt7JotoAdZcZzT3+FwAnS9pB0hbAj4B7ScMCkbSbpAMlbZbn0n2A9KR+cm10gaTRkj4taVNJm0s6g1Sv4LP9eB/MzMy61S7AW+vsfw3wscLXuwK/aJBwd0MNnznA5/Nr3hX4NXCZpP0a3LdjeLh+57qWVGX/+r4amlnviIgbaT4/vi87kHr/i2aQKtPXHJ+3oomkOfdExDGS7gQ+AxxA6gV4nDRtYNv8tL2RzwILgMuA5Uh/cA/I9UggVc0/jNS7PwqYTppzd1LpOgeQ5vMJuB0YGxF3NrmvmZlZr9i4xWO1B+n13Ax8qrTvmdLXp5Ee3heVP2MUTSTlNpuR/rYPVg2fr5Ne17dIc/n/EyAingK+XWj7B0mjSUvu/ngQ7l0ZJ/md6xfAT4Gjqg7EzLpDRBxEKkzTrM1GLV7rCuCKAcQwnzTUv+5w/4iYRO7Vb3KNp4B39/feZmZmPeL+Jsf+AiDpVaS/pY2Gr3d8DZ8G176DxXv7O5KH63euPwHL57kyZmZmZmZmrbietCx32QMsekD/PuDOiPj3EMXQNjV8Sjan+WiDjuCe/A4VESHpF6RhNKdXHI6ZmZmZmXWAiFiY14IfR5qPPoI0PP7YiHg+N/sAaeRwI6MklZfoXVgqcLtinTbzImJ2REzOFfRPkbQhqZ7QI6Te+No0gIY1fCTVavg8AcwiTQ1YrIYPaXnhu0hz799MmsZXrOFzIOlhwd2kJfd2J001PKbJ6+4Ial640NqZpA8Bn46InaqOxczMzMzMOp8kkRLuHSPiwTrHJwAH1jl1RkSsl9tMBTas02ZiRLxc2E7SXqTEegsWr+FzdkTcUuf82nmjgFNJVfprNXwOrw3Dl7QD8A3q1PCJiH/lNgeSEvoNSQ8UpgCnR0RHz8cHJ/kdTdKKwKPA6/IcVDMzMzMzswHLK+JMBDbuYyk7a1Oek9/BIuJZ4JekpaHMzMzMzMyW1n7Aj53gdy4n+Z3vR+Rlq8zMzMzMzAZK0khgbzp8Cble5yR/GEmaICnqbJMLbaY2aHNS6Vp7SppESvK3lvQPSRdJ2rKPGEZJOkvSU5Kek3RVrkZZO/42SZdImi5pnqS/SvqipGUKbTZqEOPOg/dumZmZmZnZMNsR+HtE/L3qQGzgXF1/+E0C9i/te6H09QnAuaV9c2r/I2kcqUjEWbntJ4C5wDRS1cixTe5/OrAHsA+LKlFeI2lMRCwExpDWm9yfVHDjncD5pO+Vb5autTNpKb+ap5vc18zMzMzM2tt+uBe/4znJ7ydJm5GGsIwCrgFu6ed8lfkRMbOPNs82aiNpK+A44KiIODPvm0/q0X8jcHKT2FcGDgEOjogb8r79SQ8HdgCui4gLS6c9LOntwF4smeTPauG1mJmZmZlZm8tFvXcFjqw6Fls6Hq7fD5I+TVp/8X+ALwC/Bc7Ky0wMl31JvfrnFPbdCQjYso8HDmOAkcD1tR15mYkHgK2bnLcS8K86+38m6QlJv5P0kRbjNzMzMzOz9vNh4Gav2tX5nOS3SNLawJmkZLroM8B2/bjUzpLmlLbxpTbj6rTZLR/bGHg4IhYU2n8a2AC4NbfdoMG91yKtAVn+wX08H1tC7sU/iMWnD8wBPg98jPS079fAZZJcANDMzMzMrDN5qH6X8HD91r2fxu/X7sBNLV7nZuBTpX3PlL4+DbigtO+xJtecCDwI/AxYmUF6eCPpjcC1wOkRcUVtf3669+1C0z9IGg18Ef9iMDMzMzPrKJLWIY36/WDVsdjSc5LfunJxvFaPlc2NiIf6aDOrSZspwDaSRkbEiwARMRv4jaRpwFubXHcmMAIYTSquV7MmcEuxoaRNgBuBSyPiS33EC3AHcHAL7czMzMzMrL3sA1wZEfOqDsSWnofrt+4XFCrcl1w2jHFcAqwAHFHn2C/7OPcu4EXS0hgA5OXzNgVuK+x7E2lkwk8j4ugW49qc5qMNzMzMzMysPXmofhdxT36LIuIZSfsAl5KSbEjz2z8fEff041KjJJXnvy+MiGLP+op12syLiNkRMVnSycApkjYELictdbcmsG5uu1yD1zBb0gXAyZKeYNESeveSlvZD0puB35B68b9ZjKNWSV/SgaSHBXcDL5GmK3yGtKyfmZmZmZl1iLx62GhSUXHrAurf6m8m6dXAbqQl9K7L1elbPXcCcGCdQzMiYr3cZiqwYZ02EyPi5cJ2kvYiJdZbAK8iFc+7FVgPOD8iLmoQwyjgVFKV/uVIRfMOr70OSV8Dvlrv3IhQbnMgKaHfkPSgYwpp3r6f/pmZmZmZdRBJJ5HyQnfYdQkn+V1G0seAT0bEjn02NjMzMzMbJk06vO6IiHflNlOp3+E1vlgnStKewH8Bbyd1XE0Hbge+GxG/bxJDrcNrHxbv8Hq0TtvRwJ+AdYDVa0vLSRoLHA28k1T0+iFSh9eFje7briQtA0wDdo2I+6qOxwaH5+R3n6uBMblCppmZmZnZoJK0rqTXSCovLd2KScDapW3XUpsT6rQ5sXD/caQpq/cBewKbAHsD9wOn9HH/04G9SEn+NsBKwDWSRtRp+0Pgnjr7t873/giwGWmp6fMk7dvHvdvRtqSi307wu4h78rtQnnf/QEScWnUsZmZmZtYdJL2OlPhuk3f9mTSCdHKL508ARkfEbk3aTCX1xtf9HCtpK2AycFREnFnnuKJBgiNpZdIKUwdHxMS8b31ST/YuEXFdoe1RpOXkxpF6+1/uyW9w7Z8AIyJir0Zt2pGkHwAPOm/oLu7J704/JlXINDMzMzNbapJGAtexKMGH1Iv9K0lrDmMo+5JWvDqn3sFGCX42BhgJXF9oPx14gNQ7D4CkLUj1pw4gFZluxUrAv1ps2xYkvRL4MGn1LusiTvK702+B1SS9pepAzMzMzKwr7AK8rs7+lYH9+3GdnSXNKW3jS23G1WlT6/3fGHg4IhbUGks6vNR2gwb3XotUNLrcI/94PoakFUiraR0RETNaeUE5tu2B81pp30Z2A/7Y6uu0zuEl9LpQRLwk6WLgP4Av9dXezMzMzKwP6w7wWNnNwKdK+54pfX0acEFp32NNrjmR1Du/GXAlS9eReSZwa0Rc0UpjSe8BLgaOjIg7l+K+VdiPNALYuoyT/O71Y+AXko6LiFaHGZmZmZmZ1XPHAI+VzY2Ih/poM6tJmynANpJGRsSLABExG5gtaZU+rjsTGEFaE/7Jwv41gVvy/28PrJ+XjAaoFRecKWl8RHy5dpKk/wf8Ajg+Is7t495tRdJqwFjSlATrMh6u36VyhcxZwHZVx2JmZmZmnS0i/kgaxl52B/CzYQzlEmAF4IgBnHsX8CLw8lLTktYDNgVuy7t2At4GbJ63Q/P+saRe/tp52wK/BL4WEacPIJaqfQz4ZUT8u+pAbPC5J7+71Qrw3Vh1IGZmZmbW8Q4gVbb/OPAK0tLN346IF/pxjVGS1irtWxgRxZ71Feu0mRcRsyNisqSTgVMkbUhaSu8RUm98bRrAwno3jojZeRWqkyU9QeoQOw24l7S0HxExpXiOpNH5fx+sVdeXNBa4llT87+JCrOXX0c72A75ZdRA2NLyEXheTtC5paZN1ImJe1fGYmZmZWe/KS+gdWOfQjIhYL7eZCmxYp83EiHh59ShJewGfAbYAXkUqnncrcHZE3FLn/Np5o4BTSVX6lyMtj3d4rrJfr/1YUofZ6oUkv9HrmBYRGzW6d7uQ9FrSw5p1a1MerLs4ye9ykiYB34+In1Ydi5mZmZmZVUvSV4A1ImIgUx6sA3hOfvf7MS6oYWZmZmbW8ySJtOShq+p3MSf53e+nwNaSXlN1IGZmZmZmVqkdgeeBTlvuz/rBSX6Xi4jngB+S5iyZmZmZmVnvOhI4Izxnu6t5Tn4PkLQR8Adgo4iYU3E4ZmZmZmY2zCS9AfgdsKGLcnc39+T3gIiYCtyM5+abmZmZmfWqI4DzneB3P/fk94i8/Mf3gDdFxEvVRmNmZmZmZsNF0srAP4C3RsSjVcdjQ8s9+b3jt8B8UrENMzMzMzPrHQcD1zvB7w1O8ntELq5xBnBU1bGYmZmZmdnwkDSCNFT/jKpjseHhJL+3XAyMkfTGqgMxMzMzM7NhsSswC5hcdSA2PJzk95CIeB44n/Qkz8zMzMzMut9RwJleNq93uPBej5G0LnAf8JqImF11PGZmZmZmNjQkbQZcT1pK+4Wq47Hh4Z78HhMRM4DrgE9UHYuZmZmZmQ2pI4HvOcHvLe7J70GS3kWan/+GiFhYdTxmZmZmZja4JK0GPARsEhGPVx2PDR/35PegiJgMPAnsVnUsZmZmZmY2JA4Ffu4Ev/e4J79HSdoXOCQitq86FjMzMzMzGzySlgUeBvaMiD9WHY8NL/fk967LgU0lvaXqQMzMzMzMbFB9CJjmBL83OcnvUbn4xrmkYhxmZmZmZtY9jgLOqDoIq4aH6/cwSWsAfyUV4Huq6njMzMzMzGzpSBoDXAm8NiIWVB2PDT/35PewiHgC+D9SUQ4zMzMzM+t8RwJnO8HvXe7J73GSNgeuJj3pe7HicMzMzMzMbIAkrQk8CLwuIp6uOh6rhnvye1xE3EOqvPmhikMxMzMzM7OlcxjwEyf4vc09+YakDwP/HRHvqToWMzMzMzPrP0mjgKnADhHxl4rDsQq5J98ArgLWk/SOqgMxMzMzM7MB+SjwZyf45iTfyEU5vouX0zMzMzMz6ziSRFo278yqY7Hqebi+ASDp1cDfgTdHxGNVx2NmZmZmZq2R9B7gImDjiHip6nisWu7JNwAi4l+kXwzHVB2LmZmZmZn1y/HAKU7wDdyTbwV5yY37gbdFxKNVx2NmZmZmZs1J+n/Aj4A3RsQLVcdj1XNPvr0sIh4HLgCOrToWMzMzMzNryQnAN5zgW4178m0xkkYDfwXeHhHTqo7HzMzMzMzqk/Re4Hxgk1xM28w9+ba4iHgK+B7w5apjMTMzMzOz+nJF/ROArzvBtyL35NsSJK0KTAHeGREPVx2PmZmZmZktTtKOwFmk1bEWVh2PtQ/35NsSIuJp4LvAV6qOxczMzMzMFpd78b8BfM0JvpU5ybdGTgd2k7Rx1YGYmZmZmdlidgFeBfyk6kCs/TjJt7oi4hngDNKam2ZmZmZm1gYKc/G/GhEvVR2PtR8n+dbMGcBOkt5UdSBmZmZmZgbAB4FlgSurDsTak5N8aygingW+DXy16liqIGmCpKizTS60mdqgzUmla+0paZKkpyXNkzRF0kWStuwjhlGSzpL0lKTnJF0lab3C8dUlXSfpn5LmS5ou6WxJKxfafK1BjCFpjcF8z8zMrP11wt+33Kbe/Q8rtXmLpN/me8+QdHzu5TTrSpKWIfXiH+9efGvESb715bvAdpLeUnUgAyVpfUn7SdpN0qh+nj4JWLu07Vpqc0KdNicW7j8OuBy4D9gT2ATYG7gfOKWP+58O7AXsA2wDrARcI2lEPv4S6Snu7sDGwEHA9qT1UmtOrRPfb4GbIuKJPu5vZm2mUxK0QtvROfkKSaNLx94v6XZJz+Zr/VyuBdMySWvmf8Nt8wf//mj3v281nyzd/6LC/VcCbgAeB7YEjgK+AHyuj3ubdbIPAy8AV1cdiLUvL6FnfZL0OeD/RcSHq46lvyR9Bfgaix5ozQA+GBF/bOHcCcDoiNitSZupwHcj4tQGx7cCJgNHRcSZdY4rGvwQ5t74J4GDI2Ji3rc+MA3YJSKua3DekcCxEbF2g+PrA1OB/SPi4kavzczaU/7dtC6wf+nQC3l1lNrvpouAc0tt5kTEnNxmHHAMafmlK0m/W1YFdiL9jhnbJIZzgT2AA4FZwGnAKsCYcpVnSVeTfgfvCqweEU/l/a8BHgDOBM4jFZA6GXhtRLy+lfeil0k6Fvg6MDLvehDYIyKmtHDuBDrg75ukAD4aEZc3uM6ngfHAmhExL+/7H+DTwHqN7m/WqfJDsHuBz0fEL6uOx9qXe/KtFd8D3iXp7VUH0h+SdiD1QhS/z9cFLq/TUzBU9gXmAOfUO9jHB5AxpA9v1xfaTyd9KN663gmS1iE94f1tk+seAvwLuKJZ4GY2tCS9XdIXJR1W7uFuwfyImFnani61ebZOm1qCvxVwHPC5iDg6Im6OiGkRcXdEjAfe2yTulUm/R74QETfkh6b7A28Fdii1PQpYnjT1q6z2O+7YiHgoIu4BvgW8bgDvR0+RtAvwTRYl+JB60X86jEPVh+vv2xl5lMfv889K8W/6u4Fbagl+dh2wDrBRqy/ErIN8DPg38KuqA7H25iTf+hQRc0kfvL5edSz9tF+D/a+hQZJcx86S5pS28aU24+q0qfWObAw8HBELao0lHV5qu0GDe68FLASeKu1/PB97maRLJM0ljVR4Fji43gXzw41PAD+KiPktvH4zG2RKvgvcReqFPBeYKmmnYQxjyBM0SVuQRgocQJpaVPZ74EXgUEkjJK1IGhnw+1pvvzV0YIP9bwXe1uI1OuHv2/Gk4f87AJeSHhYdV7rO43WuUTtm1jUkLUsanXq8R6lYX5zkW6vOBzaX9M6qA+mH5ZocW77Fa9wMbF7ayvMMT6vT5sYm15yY2+wHrMDg/BweDbydNHz2taS5jvXsDKzP4nP2zWx47Q58prRvBWCipFe2eI22TtAkrUBKyo6IiBn1LhIR04AdSQ+Q5wOzgbcADYeQ28tWHOCxorb/+xYR34iIWyPinoj4Nul75QtLc02zDrYv6ffspKoDsfa3bNUBWGeIiOfz/M0TSIliJ/glaVhT2b+B37V4jbkR8VAfbWY1aTMF2EbSyIh4ESAiZgOzJa3Sx3VnAiOA0aS5izVrArcUG0bEzNz+QUlPA7dIOjH3rhV9CrgtIu7v495mNnT2arB/NLAthR7yJm4m/TwXPVP6+jTggtK+x5pcc2K+92akOfpLk6CdCdwaEQ2nBUlaK8f3v8AlpOT0BOAnkt7nqtFN3cCSRfIgfQ/c1eI1OuLvW8kdwEqS1oyIx/N11iy1qX09s48YzDqGpJGkkS2HuhffWuGefOuPC4FNJL2n6kBaNJGU6Be9BBxem5c6DC4h9WYcMYBz7yINZd2xtkOpevWmwG1Nzqv9XC+2kkCer/8B3ItvVrVmc6ZbnU89N89jL27lnvVZddo8l49NIc19f3lOd0TMzgndo33cu5igFa3JosRqe+AgSQskLQB+XTs3PzCGNJrhuYj4Yq4FcDOpB3g7Wp9S1avOA24v7XsJ+K88xW44VPH3bXPgeRY90Lqd9KChOAJmR+CfpAKzZt1if2BaRNxUdSDWGZzkW8si4gXS0jknVB1LK3LPwu6k3vzvk+a+vrVWybdFoyStVdpWL7VZsU6blXMMk0nVok+RdIakbSRtmKc91Nb6XUgduUfkAuBkSTvk+a0/IlVVnQSgtCzggZI2k7SRpA+QCiVOrtP78gngOeAn/Xj9NgzUXUuiSdJnJT0oab6kx8oxGlc22D+L1EM/HIY6QduJNDd887wdmvePJfXyQ5o2Vf79V/van0+ayIn8+0ijOS4mrZDwji77+7a7pE/mv2+vk3Qo6fPHeYWaMhcDc4EJud2HgS8Bp7m307qFpFcAXyH15Ju1JiK8eWt5IxVb+jswtupYhuG1TgCizvZooc3UBm1+XLrWXsBvSFXtXyT1lF0KbNNHDKNIH95mkT7IXA2sXzi+A6kn4xlgHql3bjzw6tJ1BPwDOKfq99Vbw++1G0jzmYvbqqXvta/XafOqQptxwALgO6Rh3xsCteJnN/URw7mk3q8dSfUdbgLuAUbUaXs1cG3+Xh9dOnZa/j6s1YfYAti16ve4nbb883h+6XfGXOADS/n9snoL3y8rF9qMJyVhZ5DWKd8QeCfwgxzT+k1iODf/Htsh/xvf2Oj7JbcfW/5+ISWpL5E+uL4hf9/9CngEWKHqf6du3uiMv287A3eTisk+B9wHHAUsW7rOW0gPx54nTUf5KnmJaG/eumED/hP4VdVxeOusTRF+0Gn9I+lA0vJJ24W/gcyA1BMOfAR4B2mt5x9HixXC1SFrVuf9RwEfJD1Q+DWLr3v+RuDPpBEzD/T1unuZJAHvIiXJ/wZ+EhHN5ssXz51A/erqMyJivdxmKilpL5sYES+vPCJpL9Kw+S1I69Q/DtwKnB0RDedG5+/3U0mFoJYjfS8cHkvWAam1H0t6ELB68edC0sdJhdTeSHpQORk4Jlw3xMyMPBXlb8BeEXFn1fFY53CSb/2mtITHX4DPRIQrfFrPy0WmfkNKlGqeBraPtPZ3X+dPYOmT/DNIUzJeHYWK6a2Q9D5SkrZGRDxZ2P8X4PKI+Gr+egtSD/6WpJ7XxZI2SV8kPQD8HmkY+DLAb0nrqT/Rn5jMzMx6naT/At4fEbtXHYt1Fs95s37LCcTXgW/k3iizXncciyf4AKuSakG0quOXRCMNz98Q+DhwEKlQ0CbA1ZKW6ZbaA5K+1iDGkLRGs/ubmZm1QtJywLGkKShm/eIl9GygLiMVt9kLuLziWMyq1ugJ+zslrdFiL3bHLIkm6XX5mmXLkObZ7h8RUwAk7Q/8ldT7D6mo1v6l814ofX0Cac530csrYihVZz+GNJ/3BNK0glVJxd5OIc3/buR0Ur2AfUhzgU8DrpE0JiLKRcJ+SJpnvk5p/6mk0QpFlwLhEQtmZjZI/hu4PSL+WHUg1nmc5NuARMRCSUcC/yvpl7FoWSazXlROUotaHTrf7mtWbw+sL+lgFl/m7XFJJ0XEl0kPHBbUEvzsb6RRArVRBPMjoq/1q59t1CbXHjiOJWsPTAPulnRyo4vm2gOHkGoP3JD37Z/P3QEo1x5YnlR7YLH1yCMtwVl86LA+qXBd+eGFmZlZv0naEDgaGFN1LNaZPFzfBizSWp23kXr0zXrZpQ32XxcRTw9TDMOxJNrNLLmO+zKknnqA3wHL5p7+mteSHiBMG0Bc9exLSrDPqXewj2KgY0grhFxfaD8deIDCuuy59sAxwAGk6u99OYRUWfyKFtqamZn15VTgzIiYWnUg1pmc5NvS+jxweOlDvVmvOQ34eWnfX1ly+H0zbb1mNSmxHtsg9o/l/04C/ghcKGmLfJ0LgTuAP+Q23VB74GWSRpAKHv4oFq3dbWZmNiCStiet1NNwZJpZXzxc35ZKRDwq6VTSutwfrDoesypExHxJHyKtMT6GtM73r/pZ5X4HlpxfPwMoFoU7Pm9FE4H9chzHSLqTtCTaASy+JNq2jZY3yz5LmlpwGYuWRDugME99tSbnrp7v/1JOxs8k9frPI63n/rl8DDqo9kCL7XcG1iete29mZjZgkkaS6s0cHRHzqo7HOpeX0LOlprRe8p9Jc2R/UXU8Zjb4JL0CmA7Uqx5/akR8oYVrTGBwlgo8hLRU4IulY+8Afg+8pt4QR7WwVGC+//pA7Y+jSA8NFgLjc+2B4jV/nl/Texq/cjMzs75JOpr08HjnPqafmTXl4fq21PIQ1aOAM3LCb2ZdJiJeIFX6LX/omEaaOzhchqP2wNuAzfN2aN4/ltTLT+HcdYAP4F78jtMtyznmYx+TdI+kuZKmSerzgZuZtR9JawFfBo50gm9Ly0m+DYrcg/8gqRKomXWhiPgxsC1pePxvgBOBLSPi8X5cpq1rD0TElIj4c20D/pFPf7DO6/wE8Bzwk368fhtEktaR9GFJ/09Sfz/TTALWLm27ltqcUKfNiYX7jyMtI3sfsCewCbA3cD9pOcdmTictQ7sPaXWGlUjLOY6o07a2nONiJO0CXAycR5qucjhwtKT/6uPePalTHu40uP9hheOvzK/lXkkvSrppkN4iq9ZJwIUR8dc+W5r1wcP1bdAoFd+7A9g8Ih6tOh4zay95uP6BdQ7NiIj1cpupwIZ12kyMiP0K19qLVHtgCxavPXB2RNxS5/zaeaNIIw/2ZVHtgcMb1SuQNBa4EVg9Ip4q7BfwMPDLiDi80f1saOT3/wTgWNLqDZCmjX0wIv7R8MRF509g6aeObAVMZsnlHF+OsVFvXH5o9SRpOceJed/6pJExu0REeTnHD5KWc/w1he9FSRcDy0XEhwrtjwC+CGzQrb2Bkt5EKpZ5d0T8qx/nTQDWZcnlLl+orYSS/90vAs4ttZmTl8+sPdw5hjR3+krSv9uqpJFAu0TE2CYxnAvsQfpdOItUg2QVYEytBoqkAD4JXFM4dXZtjrZSgdBvkwqd7gqs0uye1v4kvRv4KbBpRDxbdTzW+Vx4zwZNRPxd0vdIvRf7VB2PmbWXiDgIOKiPNhu1eK0rGMCSdXl60RG0ONw/LxVaXjawtlTfa/p7fxs0HwL+p7RvM1Kv9ruHKYZBX85RUm05x+tgseUctwTeUOc6o4DnS/vmkQp2bghMbeF1dAxJa5BGzmyXdz0v6YSI+FY/LjM/Imb20ebZRm3yw53jWPLhzjTgbkkNK6LnhzuHkB7u3JD37Z/P3YH875490yiGiHiOPHJJ0ltJDwmsQ+XRO98FjnGCb4PFw/VtsH0LeI+k7fpsaWZmNjD1RoQAvEvSG1u8Rjcs53gdsIeknSQtI2ljUu0MSFMLus1FLErwAV4JfFNpdZPhMugPd4Daw52iM/KQ/t9LOmwA01GscxwCzCU9pDQbFP6FYYMqP13+b+AsSR4pYmZmQ2GlJsdWbPEaN7OowGJtK8+jP61OmxubXHNibrMfqUDkUC/neD5pyPjPgRdI0wcuzcdeWop7t508b33nBocPbbC/nrZ+uJMdT6rtsAPp3/PbpNED1mUkrQp8g/Qwryun11g1nITZULgc+HTezqo4FjMz6z7Xk1Y8KHucVEixFXMj4qE+2sxq0mYKsI2kkbXlHHNxx9mSVunjujNJtQRGk+bm16wJ1GpKbA+sL6k2aqE2bWSmpPER8eWcFBwj6ThSkvhkPg9SzYhu8uomx1brx3VuBj5V2vdM6evTSEU6ix5rcs2JpO/JzUhz9JeqEy0ivlH48p48nPvLFIo+Wtf4BmkJ13uqDsS6i3vybdDlDx1HAMfn+XNmZmaD6bukomNFC4HP5OUeh0PbLOcYEQsjYkZ+7fsAt0dE8eFBN/gr6SFOPc1GV5TNjYiHSlu5Z31WnTbP5WNTgNdJGllrHBGz88OgvooOFx/uFK2ZjzVyB7CSpDX7fHXWMSRtDnwE+ErFoVgXck++DYmI+IukHwPfpH/D6MzMzJqKiGclbQMcQFp+7gnggrzsYatGKa1LXbSwlByvWKfNvJzUTc5F1k6RtCFpFNsjpISt1lPccDlHSbXlHJ9gUZX1xZZzLJ4jqZYYPliorj8a+ChwE6kI38H5666rixMRL0j6LKnXvNhJ9RDpvRsulwBHkh7u9Pe+xYc7F0Pdhzv1bE4qsPhMP+9nbSqvEHIW8JXayg5mg8lJvg2lrwEPStoyIn5fdTBmZtY9ImIu8L28DcQOLDkEewapMn3N8Xkrmkiac09EHCPpTtJyjgew+HKO2zZamjH7LLAAuIxFyzkeUFtGrR8OINUSEHA7MDYi7uznNTpCRFwq6WHgP0nTE24DzunPMnq0+cMdSbvn13Y7aaWE95KWizwvrw5Cbvcm4BWkUQGvyr3CeNh3x9gXWJ4lp4WYDQq5xoMNJUkHkebmvzsiuqoIkJmZmXUOSROovzLDjIhYL7eZSlp+sGxiROxXuNZepIc7W7D4w52zI+KWOufXzhsFnEpK8moPdw6vPRCStDNppaLXk0YsPAz8IF+3WOyvbpwRscSSn9ZeJK1IWlHhoxFxe9XxWHdykm9DKi/58jvg/Ii4sOp4zMzMzMyqkkeCrBERB1Udi3UvJ/k25CS9A7gG2CQinqk4HDMzMzOzYSdpE9IKGm+JiGbFFs2WipN8GxaSziPNZzuq6ljMzMzMzIZTLrb3K+BXEfGdquOx7uYk34aFpNWB+4H39rP6sZmZmZlZR5O0JzAO2DwiXqw4HOtyy/TdxGzp5aq1XwPOyk8yzVomaYKkqLNNLrSZ2qDNSaVr7SlpkqSnJc2TNEXSRZK27COGUZLOkvSUpOckXZWXPqrXdrSkGfn+owv7N2oQ485L+x6ZmZlZe5K0HPAd4Egn+DYcnOTbcPo+sCqwT9WBWDUkrSzpA5LGSurvEp6TgLVL266lNifUaXNi4f7jSMsd3QfsCWwC7E0aZXJKH/c/HdiL9P27DbAScI2kEXXa/hC4p8m1di7F+Js+7m1mZmad61jgDxHx66oDsd7Q3w/ZZgMWEQskfRK4WtKNEVFen9i6mKSDgbOAFfKuaZI+HBF/bPES81soUvNsozaStgKOA46KiDMLh6YBd+dqt41iXxk4BDg4Im7I+/bP5+4AXFdoexRp7dtxLPkQomaWC+6YmZl1P0ljgMNIyy2aDQv35Nuwiog7gfOA8zxsv3dI2hy4gEUJPqT1fX8u6RXDFMa+wBzgnHoHo3mBkjHASOD6QvvppHVut67tk7QFcAxwAPBSk+v9TNITkn4n6SMtvwIzMzPrGJJeCVwEfDYiZlQdj/UOJ/lWhW8A6wMHVRyHDZ/9gXoPddYDtm/xGjtLmlPaxpfajKvTZrd8bGPg4YhYUGss6fBS2w0a3HstYCHwVGn/4/kYklYALgWOaPKHfA7weeBjpF7+XwOXSdqvtbfAzMzMOsjXgQeBS6oOxHqLh+vbsIuIFyQdAPxa0m8iYlrVMdmQW7nJsZVavMbNwKdK+54pfX0aacRAUbNpIRNJvfObAVeydA8+zwRujYgrGjWIiKeAbxd2/SEX5vsi8OOluLeZmZm1EUlbk0b2vbWP0YJmg849+VaJiLiXlJBdKMnfh91vUoP9C0jJeyvmRsRDpa3csz6rTpvn8rEpwOskjaw1jojZEfEQ8Ggf954JjABGl/avmY9BGpFwkKQFkhaQeukBZuaCf43cAbyhj/ubmZlZh8ij+y4CPp1XmDIbVk6urEqnkOZof7rqQGzIXQ78ss7+44axAOMlpO+3IwZw7l3Ai8COtR15+bxNgdvyrp2AtwGb5+3QvH8sqZe/kc1pPtrAzMzMOstJwO0R8X9VB2K9ycP1rTK52v6BwO8kXR8Rf6s6Jhsa+d/6g6TidzsDzwE/iohWe/EBRklaq7RvYekJ+Yp12szLPfaTcwX9UyRtSHrw8AipN742DWBhg/hnS7oAOFnSE8As0kiUe8mjFCJiSvGcPAwf4MHaiIP8/f4icDepMN/uwGdIxfrMzMysw0nanrRM71srDsV6mDxFxKqWlxz7GLBtRNRNsqy3SZoAHFjn0IyIWC+3mUqq2F82MSJeLmwnaS9SYr0F8CpS8bxbgbMj4pYmMYwCTiU9qFiONBz/8Fxlv177scCNwOqlJP+YHOdC0hSC0yPC8/HNzMw6XF5y917gUxFxXV/tzYaKk3yrXJ6T/xvg2og4pep4zMzMzMz6K4/6ezEiDqs6FuttTvKtLUh6DXAnMDYi/lJ1PGZmZmZmrcpL9p4JvC0inq06HuttLrxnbSEi/gEcB/xvsfq5mZmZmQ0uSRMkRZ1tcqHN1AZtTipda09JkyQ9LWmepCmSLpK0ZR8xjJJ0lqSnJD0n6apc1LbYpt79DyscHyvp55IekzRX0r2SPjFY71OrJK0GfB842Am+tQMn+dZOfgA8ARxbdSBmZmZm7U7SSjnJ3k3S8v08fRKwdmnbtdTmhDptTizcfxypkO19pGJzmwB7A/eTVlFq5nRgL2AfYBtgJeAaSSNK7T5Zuv9FhWNb53t/BNgMOBc4T9K+fdx7sJ0F/CQifjvM9zWry8P1ra1IWpdUeXzniPhj1fGYmZmZtSNJe5M6SF6Vdz0NfDwibmjh3AnA6IjYrUmbqcB3I+LUBse3AiYDR0XEEkvFSlI0SDRygbonST3fE/O+9YFpwC61onWSAvhoRFze12sqXPsnwIiI2KvVc5aGpI8C3wC2iIh5g3jdCdQvOnxHRLwrt5lK/aLD4yPiS4Vr7Qn8F/B2UvHg6cDtpH/f3zeJoVZ0eB8WLzr8aJ22o4E/AeuweNHhNwFnA28CVgb+CVwKfC0iXmj4BthScU++tZWImAEcTRq2P6rqeMzMzMzaTa5l9CMWJfgAqwJXSHr1MIWxLzAHOKfewUYJfjYGGAlcX2g/HXiA1DtfdEYe0v97SYflgs3NrAT8q6/gB4OkNUm9+AcOZoJf0CmjLQB+CNxTZ/8LpNEXOwFvBD4LHFKM0Qafk3xrRxcDfwW+XnUgZmZmZm3o46QkuWxFUiLXip0lzSlt40ttxtVpU+v93xh4OCIW1BpLOrzUdoMG916LtJTsU6X9j+djNceTEtIdSL2/3ybVcKorx7Y9cF7zl770JCnf54KIuKNBmw9LujnXN7hC0ub9vM38iJhZ2p4utXm2Tps5+f5bkd6vz0XE0RFxc0RMi4i7I2I88N4mr29lUjL+hYi4IY+w3R94K+nfo9j2KGB50r/PYiLioYiYEBF/yve+CphIemhgQ2TZqgMwK4uIkPRp4E+SroqI26qOyczMzKyNvGqAx4puBj5V2vdM6evTgAtK+x5rcs2JpN75zYArWcoOxYj4RuHLe3IP8pep0wss6T2kjqIjI+LOpblvi/YHNgI+Vu+gpE+y+MOGDUkPVt4TEfcMeXTJoI+2kFQbbVGbUrEFcAywJfCGvgKS9HpgZ+Cq1l6CDYR78q0tRcQTwGeACZJWqDoeMzMzszZyXZNj1zc5VjQ397IWt3LP+qw6bZ7Lx6YAryuuihQRsyPiIWCJOdslM4ERwOjS/jXzsUbuAFbKw+RfJun/Ab8Ejo+Ic/u491LL9QNOBQ6IiPl1ji9LGkZftjz9KzDd1qMt8mf0S4Ej8pTbhiTdJul54G/ArTQZkWFLz0m+ta2I+Bnpl/m3qo7FzMzMrI3cwpI97ADjIuKvwxTDJcAKwBEDOPcu4EVgx9qOvHzepkCzEZybA89TGHEgaVtSgv+1iDh9ALH0Sx6mfwFwRkT8qUGztVl82kHRmH7c7mbSay5u5Xn0p9Vpc2OTa07MbfYj/fstTT54JnBrRFzRQtu9SYX/9iXVFThmKe5rffBwfWt3RwL3Svq/iPhN1cGYmZmZVS1Pbfwk8H+kOfgLgMsiollyVzZKUjkRXRgRTxa+XrFOm3m5x36ypJOBUyRtSCru9gipN742DWBhg/hnS7oAOFnSE8AsUrJ6L6nYHJJ2JyXKtwPzSPPHTwDOq/WeSxoLXEsajn5xIdby6xhM/wmsApR71IueAuaSeu7LpvXjXnPzyIhmZjVpMwXYRtLIiHgR0nsPzJa0Sh/XLY62KL6Xa5IeMkGqf7C+pNoqAKqdK2l8RHy5dlIurAhwf5528QNJpxRHGdjgcU++tbWI+BdpfdQLJa1UdTxmZmZm7SCSayLi0Ig4rJ8JPqTiaY+VtrtLbY6v0+bsQgzHkOakv4U0x/oh4GekugDbFhK7ej5Lmrd/GfA70tzx3SOi9mDgReBwUpJ/L3BUjue/C9c4iJRIf74UY8Nl4ZaGpNeRlss7oFlymivtN5o28J2hiK2BoR5tsRPwNhaNIDg07x9L6uVvZBlSZ3O9Kv02CNS83oJZe5D0fdKap4f22djMzMzMbBDl3ucbgSsjos9EPdcqGAd8mvTQ41HgfyLiohbvNwFYl1Tgr+jlUQqSppKWpys/UJiXe+zJc/g/D3yXJUdbHAJs0OhhjKRzgd1JD1Nqoy1eDYwpPIwpth9Leo9Wr9V3kLQ/aYrFfaTl9N5BetBxS0R8vIW3wgbASb51BEkrktbe/FJE/LTicMzMzMysh0j6H1Kv9nsj4qV+nDcKWBV4vJ/nTQAOrHNoRkSsl9tMJVXtL5sYEfsVrrUXqaD1FqQHDo+Tit+dHRG31Dm/GPuppHn0ywG/Bg5v8lBgLEsm+fsAXyBV3hdpusJE4Dt5xIMNASf51jEkvZ1UTXabiHiw6njMzMzMrPtJ2hGYAGwZEf+sOByzPnlOvnWMiPgj8CXgZ5JaXQPWzMzMzGxA8hJz/wvs6wTfOoV78q3j5GqsKwD7hL+BzczMzGwI5OHqtwA/iYhTq47HrFVO8q3jSFqOVIV1QkQ0q9xpZmZmZjYgks4hFan7iDuWrJMsW3UAZv0VEfNyAZHJku6KiN9VHZOZmZmZdY9cFX570jx8J/jWUdyTbx1L0geA75OW8Xi86njMzMzMrPNJeiupkvx7I+LPVcdj1l8uvGcdKyKuBS4ELpXkUSlmZmZmtlQkrQJcAXzWCb51KvfkW0eTNAL4BXBPRBxTdTxmZmZm1pkkLQP8DHg0Iv6r6njMBsq9n9bRImKhpP8A7pI0OSKurDomMzMzM+tIXyAV2vtY1YGYLQ335FtXkPRO4BrgPRHxt6rjMTMzM7POIel9wERSob1Hq47HbGl4Tr51hYi4Ezge+JmkFaqOx8zMzMw6g6T1SAn+fk7wrRu4J9+6hiQBFwECDvByJ2ZmZmbWjKRXADcBV0fEtyoOx2xQuCffukZO6g8D3gZ8uuJwzMzMzKz9nQo8BYyvOhCzweLCe9ZVImKupL2A30m6KyLuqDomMzMzM2s/kvYBdgXeEREvVR2P2WDxcH3rSpL2AM4CxkTEk1XHY2ZmZmbtQ9KbScP0d4iIP1Ucjtmg8nB960oR8XPgYuBiSSOqjsfMzMzM2oOklYCfAZ93gm/dyD351rUkLQtcD9wWEf9TdTxmZmZmVq1cqPmnwFMRcVjV8ZgNBc/Jt64VEQvyXKs/SLojIq6uOiYzMzMzq9TngA2B/aoOxGyouCffup6krYH/A94dEX+vOBwzMzMzq4CkbYGfAFtFxLSq4zEbKp6Tb10vIm4DTgSukLR81fGYmZmZ2fCStA5wCXCgE3zrdu7Jt56Q519dBKwE7BURCysOyczMzMyGgaQVgd8Cl0fEN6uOx2yoOcm3niHpFcAvgQeAI8Lf/GZmZmZdTdJI4GrgEeA//fnPeoGH61vPiIgXgA8D2wKfrzgcMzMzMxtCeSTn94CFwOFO8K1XuLq+9ZSImC1pV+B2SY9GxCVVx2RmZmZmQ+J44G3A2IhYUHUwZsPFSb71nIh4NCf6v5b0WETcVHVMZmZmZjZ4JH0COJC0utKcquMxG06ek289S9L7gEuB90bEX6qOx8zMzMyWnqT3kwoubxcRf606HrPh5jn51rMi4jfA0cAv8rIqZmZmZtbBJL0d+DFpNSUn+NaTPFzfelpETJS0ASnR3zYi/l11TGZmZmbWf5I2IlXSPywifldxOGaV8XB963m58uo5wOuBD+Qq/GZmZmbWISStCtwKfC8izqw6HrMqebh+F5M0QVLU2SYX2kxt0Oak0rX2lDRJ0tOS5kmaIukiSVv2EcMoSWdJekrSc5KukrRe4fjqkq6T9E9J8yVNl3S2pJVL15Gkz0p6MLd7rBzjQOXlVI4A5gHn56TfzMzMzDqApFcC/wf80gm+mZP8jiBppKQVB3j6JGDt0rZrqc0JddqcWLj/OOBy4D5gT2ATYG/gfuCUPu5/OrAXsA+wDbAScI2kEfn4S8CVwO7AxsBBwPbA+aXrfBs4HDgG2DS/hpv7uHfL8rIq+5Be29cH67pmZmbDpRMe7uc29e5/WOH4Rg3a7DxY75V1D0nLkIrsPQZ8oeJwzNqCh+u3sfxUcjxwCLAC8Cfg8xExqcXzJwCjI2K3Jm2mAt+NiFMbHN8KmAwcVe/JqCRFg2+i3Bv/JHBwREzM+9YHpgG7RMR1Dc47Ejg2ItbOX78R+DPw1oh4oNFrGQyS1gBuA8ZHRPlBg5mZ2ZCTtBYwGpjSnylk+e/+usD+pUMvRMTTuc1UUkJ0bqnNnNoyY/nh/jHAWaQH8dOAVYGdSH+/xzaJ4VxgD9LSZbOA04BVgDERsTC3CeCTwDWFU2dHxLx8fCPgH8DOpM8+NU97Sp2VSToVeCewU0Q8X3U8Zu3APfnt7fvAkaQEH+BtpAJxmw9jDPsCc0hz1pfQKMHPxgAjgesL7acDDwBb1zshV7n/MPDbwu49gIeBnSU9nHshLsoJ+aCKiCeAXYBvSCqPeGhLndJzU2g7WtKMfP/RDdq8QdKzkryurZn1DEmvlnQlqUfyPmC6pHLC3pf5ETGztD1davNsnTa1BH8r4DjgcxFxdETcHBHTIuLuiBgPvLdJ/CuTOia+EBE3RMQfSQ8c3grsUGr+TOn+8+pcclapjRN8W4yko4APAHs6wTdbxEl+m5K0NrBfnUMjSYl/q3aWNKe0jS+1GVenTa33f2Pg4TycvRbb4aW2GzS491rAQuCp0v7H87GXSbpE0lxgBvAscHDh8GuBDYGPk4bz708aVn91HqI1qCLib6RpCRdJesdgX78RSStIenv+t++vdp+WUfRD4J5GF5L0CuBSBnE6hplZh/gR6fdvzRrA/0raZhhjGK6H+2fkB8O/l3RYg7/nP5P0hKTfSfpIv16FdT1JewFfJI0uKT/IMutpTvLb10Y0/vd5bT+uczOweWkrJ2yn1WlzY5NrTsxt9iONMhiM76OjgbeTeu1fS0oaa5YBRgH75x6FW0iJ/juBpj3MAxURk4FDgZ9Les1Q3KNI0udIPTd3ATMkXSrpVf24REf03OQn7suTaiw0Mh64F/hpP16/mVlHy0PUP9Dg8OH9uFQnPNw/nvQQeQfSQ91vk/4G1cwBPg98jPTA+tfAZZLqdX5YD5L0HuB7wG4RMbXicMzazrJVB2AN/RWYT0puy+7tx3XmRsRDfbSZ1aTNFGAbSSMj4kWAiJgNzJa0Sh/XnQmMIM0rfLKwf03glmLDiJiZ2z8o6WngFkkn5h6Ax4AFETGlcMrfSB8kNgDu6COOAYmIn+ch57+U9J6ImDUU98m9E8WkV6QPPy8ABwzFPesY9J4bSbWem+sAJG1BmuO5JfCGeheS9AFgN2ALwL02ZtZL1hrgsbKbgU+V9j1T+vo04ILSvseaXHMi6Xf8ZqQ5+kv1cD8ivlH48p486uvL5NFlEfEUi/9d/EOe3vVF4MdLc2/rfEq1mq4A9ouIu6uOx6wduSe/TeVe2NPrHHoG+M4whnIJqbf+iAGcexfwIrBjbUdOmjclFbdrpPZ9WXvA8TtgWUmvK7R5LekBwrQBxNWyiDgb+DlwlaTlhug2n26wf58WHqTUtHXPjaQVSL01R0TEjHoXUarHcD7pj7bn4ptZr/kz6WFrPbf34zpzI+Kh0lb+/TyrTpvn8rEpwOskjaw1jojZuTPg0T7uXXy4X7RmPtbIHcBKktbso03dB8TWO5SKUv6SVKC5bgFnM3NPfrs7jvQH9TBgdVLv9/ER8Y9+XGNU/oVYtDAiij3rK9ZpMy//UZ8s6WTgFEkbkuZsP0L6g13rKVhY78YRMVvSBcDJkp5gUZXde0lzyMlJ5mqkBwJzgDeTphNMLowumAT8EbhQ0mfzvtNJf/D/0NrbsFSOJfUc/EjS3rXqwIOo0YeaZUnvzTMtXKPde27OBG6NiCuatPkRcG5EDMnIDDOzdhYRcyQdT/pdXTQdOGMYQ7mEVPvniDqx9KX4cP9iaPnh/ubA8zT/e7c5zf9mWZfL0xivAS6KiB9WHY9ZO3OS38Yi4iXgu3kbqB1Y8o/iDKBY+fz4vBVNJBf+i4hjJN0JfIY0fPxVpF7aW4Ft85D6Rj4LLAAuA5Yjzas7oJAoP096iLEpqed+OimhfLnqe0S8lB8GnElKZucBN5Dmj7/U/OUvvXz/g4FfAaeS6gcMpttIDzfKZtD6SIV2n5axPbC+pAPz16qdK2l8RHwZeB+wnaSvFtosI2kBcHhEnNdHHGZmHS0iviPp7yz+cP+UiHi8H5dp94f7u5NGed1O+nv+XlJh2PMiYn5ucyDpYcHdwEvA7qTPIMf0432wLiJpWdJnyT+Rvl/MrAk1n2prZjU52b0V+FEuRjdY192INCqhuCRgkIatX9zC+ROA0RGxW5M2U4HvRsSpDY6/i/SB678j4rTSsXcAvwdeU6+4TS689yRwUC3e3HPzCKni7XWSNgZeUThtS+BCUiX+v0XE45I2K116D9IczXcCMyLiX41en5mZvfz34MA6h2ZExHq5zVTSijVlEyPi5cJ2uXL5Z0g1UooP98/OBXAbxTCK9EB8XxY93D+81iEgaWfgW8DrSSPEHgZ+kK+7ILc5kJTQb0h6oDAFOD0iPB+/B+WVF34ArAPsXuuMMLPGnOSb9YOkdUkrD5wfEX0tK9ef624AfI6U0D5K+rDz2xbPnQCsS6poX/Ryz03+UHcRcG6pzbzcY0+ew/950siRcs/NIcAGjUZtSDqX1NNyEIt6bl4NjKk3vUHSWNL7uHqduaK1NgeRHkz0Z5UBMzMz6xI5wf8+aVnfXVyzx6w1Hq5v1g8RMUPSe4EbJTFYiX5EPEKa2jBQ7T4tw8zMzKxlTvDNBs49+WYDMFQ9+mZmZma9zgm+2dJxT77ZAAxVj76ZmZlZL3OCb7b0nOSbDZATfTMzM7PB4wTfbHA4yTdbCk70zczMzJaeE3yzweMk32wpOdE3MzMzGzgn+GaDy0m+2SBwom9mZmbWf07wzQafk3yzQeJE38zMzKx1TvDNhoaTfLNB5ETfzMzMrG9O8M2GjpN8s0HmRN/MzMysMSf4ZkPLSb7ZEHCib2ZmZrYkJ/hmQ89JvtkQcaJvZmZmtogTfLPh4STfbAg50TczMzNzgm82nJzkmw0xJ/pmZmbWy5zgmw0vJ/lmw8CJvpmZmfUiJ/hmw89JvtkwcaJvZmZmvcQJvlk1nOSbDaNCon+TJEXEyVXHZGZmZjbYnOCbVUcRUXUMZj1H0rrAr4H/A46LiJeqjcjMzMxscEh6JfC/wBrAbk7wzYbXMlUHYNaLImIG8B5gG+BHkkZVHJKZmZnZUpO0KnADEMDOTvDNhp+TfLOKRMQsYAfglcCvJK1SbURmZmZmAydpI+B3wB3APhHxfLURmfUmJ/lmFYqIecDHgHuBWyWtX3FIZmZmZv0m6e2kBP/ciPi8pyKaVcdJvlnFImIh8FngQuA2SW+tNiKriqQJkqLONrnQZmqDNieVrrWnpEmSnpY0T9IUSRdJ2rKPGEZJOkvSU5Kek3SVpPVKberd/7AG13uDpGclebimmVmXkrQzcB1wREScWXU8Zr3OhffM2oikvYGzgH0jYlLV8djASFoT2AD4W0Q804/zJgDrAvuXDr0QEU/nNlOBi4BzS23m1OY9ShoHHEP6XroSmAasCuxEqnA8tkkM5wJ7AAcCs4DTgFWAMfmBFJIC+CRwTeHU2XlkSvFarwBuB2YC20XEq/p4C8zMrMNIOgQYB3w4Im6rOh4z8xJ6Zm0lIi6T9BjwU0mfj4gfVR2TtS5XEz4HOAAYATwv6dvAV6L1J6rzI2JmH22ebdRG0lbAccBRpd6UacDdkhou2yhpZeAQ4OCIuCHv2z+fuwOpl6bmmRbiHE+aivJbYLs+2pqZWQeRJOCrpL9520XEXysOycwyD9c3azMRcTPwXuAbko7Lf0StM3wLOJiU4EMqqvhl4NPDGMO+wBzSw4Yl9PGwYQwwEri+0H468ACwdantGXlI/+8lHZbXQ36ZpA8AuwFH9P8lmJlZO5M0ErgA+ADwbif4Zu3FSb5ZG4qI+0lJ1UeB70nyqJs2lz/wfLLB4brz1RvYWdKc0ja+1GZcnTa75WMbAw9HxIJCbIeX2m7Q4N5rAQuBp0r7H8/Hao4H9ib17l8KfJs0eqB2v3WA84H9vHSSmVl3kbQicDWwBjA2Ih6vOCQzK3HiYNamIuKfkrYFLgf+T9LeEfFc1XFZQ8sBKzQ4tmY/rnMz8KnSvmdKX59G6kEpeqzJNSeSeuc3I83RX6oHvBHxjcKX90gaQRqxcGLe9yNSdeU7luY+ZmbWXiStDVwL/AE4vPhA2czah3vyzdpYRDxLGvL8BHBTLuhm7elZ4M8Njt3aj+vMjYiHSlu5Z31WnTa1B0BTgNflkQUARMTsiHgIeLSPe88kTTUYXdq/Zj7WyB3ASoXvz/cBX5W0QNIC0gOJFfLX5QcYZmbWASRtSiqmegXwn07wzdqXk3yzNhcRL5KKoV1LWmJv44pDsjryXPfPA+UPPbNJw9v/f3t3HiZZXd97/P1RYYKyuKCAorggiqKCiCiGgIosilfcI+I16lUJxjWX640aYkCirMqixgUdJCMYSVTEDcEFCAyuiFcgiDiIyI6MDAwI+L1//E47RVHd0zMMU92n36/nqWeoc3516jtNT3d9zm9bXY6njShYmbnwPwZuA543caDbPm9zYKoVk7cEbmHZiIMndccmHvsBS7v//uJK1CVJGqMk2wPfA/arqgNXYDFZSWPgcH1pFuh+mb4/yWXA6UncpmYGqqpvJXkG8Hbg0cDPgMOr6lcrcJl5STYcOnZHVV0z8HydEW2Wdj32C7sV9A9JsgltusdvaL3xE73od0xS/+IkxwAHJ7maZVvonQecCpDkhbT5+WfTgvuzgf2BT1bVrd117jSiIcnTgD8NH5ckzXxJXgEcDbx6YucVSTNbvBEnzS5JdqPtk/7mqvrSuOvRqpNkPm1/+mGXV9XGXZtFwCYj2iyoqr0GrvVS4C3AVsDatMXzzgQ+WlVnTFHDPOBQ2ir9awGn0eZdXtad35W2i8CmtNFglwCf7q47cuhmkr8Bjq6qtSd7X0nSzNLt7vPO7rF7Vf1szCVJmiZDvjQLJdkaOAn4UFUdNe56JElSf3QLqh4OPBfYbeJGr6TZwZAvzVJJHgV8g7aNzbur6k9jLkmSJM1ySdYC/g14IPDiqrphvBVJWlEuvCfNUlX1a2A74JnA57th1pIkSSslyYNoa7DcCuxqwJdmJ0O+NItV1fXATrRtz76T5KFjLmlsksxPUiMeCwfaLJqkzYeGrrVHklOTXJ9kaZKLkhybZJvl1DAvyVFJrk1yU5KTutXpB9uMev+9B84/Icl3k1yV5JYklyT5lyRrrqqvlSRJw5JsQVtU9Uxgr4nFVCXNPoZ8aZarqluAVwLfBH6UZIcxlzROpwIbDT2eP9Rm/xFtPjBxMsmBtBXpfw7sATye9vU9HzhkOe//EeClwKuA7YF1gZO7uY2D3jj0/scOnPtj93xn4HHAO2hbKH4ASZLuAUleDXwXOKCqnAIozXJuoSf1QPfL+IAk5wBfSHIocNis2se2reL7RuDNwIOBM4D3U/XLFbjKrVV15XLa3DhZmyTbAu8B3l5VRw6cuhT4abc13WTlr0cL46+b2GIoyWu61+4EfGug+Q2T1VBVFwMXD753kh1pNw0kSVplulFihwO7AM+tqvPGXJKkVcCefKlHquoUYFvgFcCJSdYdc0krYn/gE8BTgYfTtnA7m7bX++qyJ7AE+Niok8u5abI1sAZwykD7y4ALaGsnDDqiG9L/wyR7J5n0Z3GSTYFdge9P768gSdLyJXk4cDqwMbCNAV/qD0O+1DNVdSmt1/dq4IfdHLuZLXkAsO+IMw+iDVefrl2TLBl6HDTU5sARbXbvzm0GXDK433uSfYbaPmKS994QuAO4duj4Vd25CfvRhv/vBJwAHEYbPXAnSc5KcgvwS9r8yLu0kSRpZSR5LvAD4EvAS1xgT+oXh+tLPdQtlvO3Sf4n8N0kb6+qz4+7rik8Hphsd4CtVuA6pwNvGjp2w9Dzw4Fjho5dMcU1F9B657egfRi6WzdHq+qAgafndvP138td59y/ElgHeAptLYB3Ax+8O+8tSZrbupFj/xd4K/DqqvrOmEuSdA8w5Es9VlWfS3Iu8B9Jngn8fVX9ccxljXIZUEBGnFu0Ate5uZvTPpXrpmhzEbB9kjWq6jaAqloMLE5y/+Vc90raLgfrA9cMHN+Atr7AZM4B1k2yQVVdNXGwG+oPcH53I+DTSQ4ZHGUgSdJ0db/HPkf7PfW0qrp8vBVJuqc4XF/quW6O3Ta0ee7fH97SbUao+i3whRFnbgeOWo2VHA/cj9bDsaJ+DNwGPG/iQPe13hw4a4rXbQncwl1HHAy6F+2m7PAq/ZIkLVeSLYEf0W6c72jAl/rNkC/NAd1cu5cAX6bN03/uWAsa7Q20hfcm9uW9EHgRVT9egWvMS7Lh0OPBQ23WGdFmPYCqWggcDByS5Igk2yfZJMnTgYm97O8Y9cZdj/8xwMFJdkqyFXAccB5taz+SvDDJG5NskeQxSf4XbcHBT07sR5zkNUlenuTxSR6d5BW0YfonumexJK28JPOT1IjHwoE2iyZp86Gha+2R5NQk1ydZmuSiJMcm2WY5NcxLclS3+OpNSU4avvk+yfvvPdQmSd6R5MIktya5YrjGgbavBb4N/GNVvW2GjuiTtAplNu2wJenuS/Ic2jzzI4GDZtxeuMlawNrAtazAD6gk84HXjjh1eVVt3LVZBIxarX9BVe01cK2XAm+hrQewNm3xvDOBj1bVpEPvk8wDDqWt0r8WcBqwz8TQ+yS70gL7prSbrJcAn+6ue3vX5lW0RQgfS5u+cCnt/9eHq2rpNL4UkqQRut8TDwNeM3Tqj1V1fddmEXAs8PGhNkuqaknX5kDaOilH0dZquRR4ILAzsFtV7ThFDR8HXkT7fXUdbZ2Y+wNbV9UdXZuibSl78sBLFw/+DkhyOLA77ffFz4H1gI2q6usDbf4COALYkba43i8mq0tSvxjypTkoycOAL9Lmjr/WVXUlSbNBt8PJ+4AdaCH5U8D85WxxOvHa+cD6VbX7FG0WAUdX1aGTnN8WWAi8vaqOHHE+k9XSjRq7BnhdVS3ojj2cdpNgt6r6VnesgJdX1YmTXOdxwP8DnlxVF0zSZhPgxO7ar6+qP0z2d5bUPw7Xl+agbi7ejrRf/j9K8pTxViRJ0tSSbAicTevl3gx4JvAZ4ICpXreK7QksAT426uRybjZsDaxB27Flov1lwAXAdkNtj+iG9P8wyd7dqvgTXkQbCbZrkku6KQbHJnkIQJJdaIu6nkC7WWDAl+YYQ740R1XVH6vqbcA/Aqd2c/YkSZqp3go8dMTxfZM8aJrX2DXJkqHHQUNtDhzRZqL3fzPgksGdTpLsM9T2EZO894a0dV2uHTp+VXduwn60bVR3ogX1w4D3DJx/NG3q2V8Df0ObfvB44KtJ/ol24+MVVXXYdEY4SOoft9CT5riqOj7JecB/pm2z946qumXcdUmSNORpkxxfE3gS8L1pXON04E1Dx24Yen44bSHVQVdMcc0FtN75LWhz9O9WJ1pVDY5MODdtG9X3Ah/ojt0LmAe8pqouAkjyVlrv/Zq07fGmqldSzxnyJVFVv+hWBD4GOCPJy6rq0nHXJUnSgMumOPebaV7j5qq6eDltrpuizUXA9knWqKrb4M+7qyxO24d+KlfStkJdnzY3f8IGwKSLutLC+7pJNqiqq2g3HG4fCPhb07ahLdqCugZ8aY5zuL4kALo5e6+g7RV/TjenT5KkmeKjwO0jjp9cVZesphqOB+5Hmzqwon4M3AY8b+JAt33e5sBZU7xuS+AWlo04+C/gPt1WrG8Evknb2SW0ufqS5jh78iX9WTd37/AkPwROSPI54P3uzy5JGreq+mmSFwMfAR5DC/xfoG15Ol3zugX8Bt1RVYM96+uMaLO0qhZX1cIkBwOHDKxg/xtab/zENIA7Jql/cZJjgIOTXM2yLfTOA04FSPJC2vz8s4GlwLOB/YFPDvwuPhX4Ge3GwBLaQoTvpPX4/2j6XwpJfeUWepJG6lbp/QTtg9Rrq+qnYy5JkiS6leYfCvxhRVaO77bQG7XI7OVVtXHXZhFtUbthC6pqr4FrvZR2c2ErYG3a4nlnAh+tqkmH3ieZR+t13xNYCzgN2KdbZZ8kuwIfBDaljbi9BPh0d93buza70BbXW0q7ubAU+Dbwrm44v6Q5zpAvaVJJAuxFW9n3KOCDgysKS5Kk1SPJOsAhwG7A66vqtDGXJGmGck6+pElVcxzwVOAvgbOSbD7msiRJmlOS7EAbor8m8GQDvqSpGPIlLVdV/RbYlbb6/ulJ/r7b0keSJN1DkqyV5MPA54G3VdXru9X8JWlShnxJ09L16n8C2Bb4H8D3kjxmzGVJktRLSbYFfkpbiO/JVXXymEuSNEsY8iWtkG6bomcD/wEsTPK33dx9SZJ0NyVZM8mBwEnAflX1qqq6btx1SZo9XHhP0kpL8njgWGAx8IaJ1YElSdKKS/IU4HPApcCbqurKMZckaRayJ1/SSquqC4FnAd8DfpzktfbqS5K0YpLcJ8l7gVOBw4EXGfAlrSx78iWtEgO9D4uAN/vhRJKk5etGxX2ONiru9Y6Kk3R32ZMvaZWoqp8B2wA/B85N8vIxlyRJ0oyV5F5J3gmcCXwW2NmAL2lVsCdf0irXrQh8LG1V4L9zwSBJkpZJ8mhasL8X8LqqunjMJUnqEXvyJa1yVXUOsBVwBXBekt3HXJIkzUhJ5iepEY+FA20WTdLmQ0PX2iPJqUmuT7I0yUVJjk2yzXJqmJfkqCTXJrkpyUlJNh5qM+r99x5q84ok5ya5OcmlSfZdFV+jPknzZuAHtNXzdzTgS1rV7MmXdI9KsgOtt+K7wDurGqTMIAAAHKBJREFU6g9jLkmSZowk84GHAa8ZOvXHqrq+a7OINjrq40NtllTVkq7NgcC7gaOAL9FWZ38gsDOwW1XtOEUNHwdeBLwWuI628Nv9ga2r6o6uTQFvBAb3al9cVUu787sBXwXeBnwT2Bz4FPAvVXX0dL4WfdfdODmG9v/ltVV1/phLktRThnxJ97gk6wCHALvStto7bcwlSdIq0e0o8mrgDbRg/B3goKq6epqvnw+sX1WTjnjqQv7RVXXoJOe3BRYCb6+qI0fVWJN84EuyHnANbcj4gu7Yw2k3CXarqm91xwp4eVWdOMl1Pg+sVVUvHjj2VuD/AI+Y7P3ngu57ZC/gMNpNmA9V1W3jrUpSnzlcX9I9rqpurKq9gb2BzyY5LslG465LklaBDwDHATsCWwLvAs5O8oDVWMOewBLgY6NOLidgbw2sAZwy0P4y4AJgu6G2R3RD+n+YZO8kg58j5wG3DLVfCmwMbDKtv0UPJXkC8G1gX2CXqjrAgC/pnmbIl7TaVNU3gScAlwE/T7JvkjXHXJYkrZQkG9DC27BH025qTteuSZYMPQ4aanPgiDYTvf+bAZdU1e0Dte0z1PYRk7z3hsAdwLVDx6/qzk3YD3glsBNwAq1X+j0D578FvCjJzt2q8ZsBf9+dm3M3dZOsm+Qw4Pu0ufdPraqfjrksSXPEfcZdgKS5pZs/+p4knwWOAN6Q5G1VdcpyXipJM82WtF7wUZ6xAtc5HXjT0LEbhp4fTpvPPeiKKa65gNY7vwVtjv7d6tipqgMGnp6b5N7Ae2kjGaDNv38M8BXa1+QPtJ/x7wf+dHfeezbpRjfsBXwI+AbwxOlO3ZCkVcWQL2ksquqXSV4A7A58PMl5wLuq6tdjLk2Sput3U5y7fAWuc/M0Vli/boo2FwHbJ1ljYih4VS0GFie5/3KueyVwb2B92tz8CRsAZ0zxunOAdZNsUFVXdVMC3p3kPbQRANcAz+3aXrKcGnohyVOBo2k3OV7c7TQjSaudw/UljU01XwWeCPwI+GGS9ydZa8ylSdJyVdXPacOxh90O/OtqLOV44H7AW1fitT8GbgOeN3GgWwV+c+CsKV63JW0O/g2DB6vqjqq6vKr+CLwKOLuqrrnry/sjyYOS/CvwdeAzwLYGfEnjZE++pLGrqlto802PAw4Fzk/yLuDLc3lFZkmzwstpw+hf2D3/DfDWqjpvBa4xL8mGQ8fuGArH64xos7SqFlfVwiQHA4ck2QQ4satjA5ZNA7hj1BtX1eIkxwAHJ7maZVvonQecCpDkhbTe+bNpi+k9G9gf+GRV3dq1Wb/7WnyPtgjf67rnO6zA12FW6aYsvAn4Z9o6BZtX1e/HW5UkuYWepBkoyXNo2wxdDrytqi4cc0mSNKUkDwHWoy2ANzJQT/K6+bT96YddXlUbd20WMXqF+gVVtdfAtV4KvAXYClibtnjemcBHq2rSofdJ5tFusO4JrAWcBuzTrbJPkl2BDwKb0kaBXgJ8urvu7V2b9YGvAk8CQrsh8N6+9mgneRZtaP4fWPGbOpJ0jzLkS5qRkqwB/B1tYafPAgdU1R/GW5UkaS7rtn89mDaaYV/gBEecSZppnJMvaUaqqtuq6sO0laHXBy5IsleSjLk0SdIck2TNJP8b+DnwW+DxVXW8AV/STGTIlzSjVdWVVfU64GXAO4Azkmw51qJ6Lsn8JDXisXCgzaJJ2nxo6Fp7JDk1yfVJlia5KMmxSbZZTg3zkhyV5NokNyU5qVsMbLDNqPffe+D8+ydpU93QaklariQ709YoeC6wXVX9Q7cdrCTNSA7XlzRrdIscvQE4APgP4H1Vdf14q5q5uq/X44CbqurSFXjdfOBhwGuGTv1x4uvdzRE+Fvj4UJslEx9+kxwIvJu2vsKXgEuBBwI7A7tV1Y5T1PBx4EW0ucoTC4HdH9h6Yr5zkgLeCJw88NLFVbW0O782bV7yoBNoGzs8e4ovgSSR5JG0nz1b0m4yf9Wee0mzgT35kmaNbmumT9K2diraEP43d2FWA7qFsn4F/AJYlOT7SR6xApe4tRtFMfgYvqFy44g2EwF/W+A9wLuq6p1VdXpVXVpVP62qg2jzWSerfT3azZx9q+rbVfUT2g2HJwM7DTW/Yej9l06cqKolg+doe1dvD3xqBb4OkuaYJGsl+Sfa9oI/BZ5QVScZ8CXNFoZ8SbNOVV1fVW8BdgH2An6QZLsxlzVjJHks8BXuvBr3XwEnJ1ldP/f3BJYAHxt1cjkflremBfJTBtpfBlwADP9/PqIb0v/DJHsv5+/3BuD3tFEgknQnafYAzqetB/PUqjqg2+ZVkmYNQ76kWauqzqWF18OBLyb5fJLNxlvVjPB6YM0Rx59E68mejl2TLBl6HDTU5sARbXbvzm1G20rs9onGSfYZajvZyIINaXt6Xzt0/Kru3IT9gFfSevdPAA6jjR64i260x+uB4yb29ZakCd3oo1OAfwH+V1W9fEWmOUnSTHKfcRcgSXdH1yO8IMlJwNuBs5KcTNty71fjrW5sNpri3IZTnBt0OvCmoWM3DD0/HDhm6NgVU1xzAe1D9Ba0Ofp360ZzVR0w8PTcLsi/F/jAiOa7Ag/HofqSBiTZGvhn2nSgA4HPVNVt461Kku4ee/Il9UJV3VhVHwA2BRYB5yT5VJJNpn5lL509yfECzpnmNW6uqouHHsM969eNaHNTd+4i4DFJ1vjzm1ctrqqLadtPTeVK4N60rRMHbdCdm8w5wLpJNhhx7k3AWVV1/nLeW9IckOQpSb4MnAR8E3hsVX3CgC+pDwz5knqlqm6oqvfThotfDfwkyceGt1/rueOAn404fmRVLVpNNRwP3A9460q89sfAbcDzJg50//82B86a4nVbArcwNOIgyUOBFzAHe/H7sh1i12aXJGcnubG71lecnqMVleSJSb5IC/bfAzatqqOdxiOpTxyuL6mXupXg35vkI8C+wHlJjgM+VFVTDSmf9arq5iQ7AO+kLU54E/A5WvifrnlJhof231FV1ww8X2dEm6Vdj/3CJAcDh3SjKU4EfkPrjZ+YBnDHJPUvTnIMcHCSq1m2hd55wKkASV5Im3pwNrCUtlr//sAnR3xYfz3ta/Dv0/y7982pjNgOcej5/ozYDnHiP4a2Q9yfO2+HeAiw4xTv/xHadoivYtn/y5OT/Hk7xM5dtkMceP9H0RaTPLL7u6wNHAx8nTZ6R5pSkscB/0Tb6/5Q4G8GRh5JUq/E3UAkzQVdGH03bd/1zwIHVdXV461qZkoyn/Z1GnZ5VW3ctVnEnVfvn7CgqvYauNZLgbcAW9GC2VXAmcBHq+qMKWqYR/sgviewFnAasE+3yv7EFoEfpAW8ewGXAJ/urju42F+6c9+oqn2m8defcbodA3YBnklb8+ALI7YznOy184H1q2r3KdosAo6uqkMnOb8tsBB4e1UdOeJ8JtstodsO8RrgdVW1oDv2cNpNgt2q6lvdsQJeXlUnTnKdlwFfANacuDGQ5NnAd4AHj5hKIgGQ5DG0RTqfD3wYOKqqbhxvVZJ0zzLkS5pTuqHb76H1Kn4SOLSqrhtvVdJo3c2Or9BC/oTfA7tU1Q+n8fr53P2QfwRtNMQDBm+gTEeS59Bu0DxkcBRIkl8AJ1bVP3XPC/gdMA/4NW1Bx09W1Z+685sA/01bXPPTwH1powqeUFVPX5GaNDd03zP/COxB+175SFUtnvJFktQTzsmXNKdU1e+q6u9oPcsPAP47yf5JHjDm0qRR/o47B3xo37fzu1EK0zHrt0PstjJ7Hm0V9FtpQ/mfBEx680JzU5KNk3wc+Altoc7HVtU/G/AlzSWGfElzUlX9pqr2BrYBHgb8Msl+SdYdc2nSoD0mOf4EWviejtNpixIOPg4ZanP4iDbfneKaC7o2e9EWWLzb2yFW1ZlVdW5VHUYL8/tOnO+m2xxDW1tiG9oaADcC/95NZ9Acl2SjJEfSFh39A/C4qnpfVf1+zKVJ0mrnL0ZJc1pV/bqq3gA8gza/++Ik/5Bk7TGXJgH8aSXPDerDdohvAW6qqv9TVT+tqtNpNxh2ALZbTg3qsSQPSXIY8AvgdtoUjne7ToOkucyQL0lAF2r+J/BXwJNpYf9/J7nvmEvT3DZyITrgXODi1VTDTNgO8b7cdTeGied+lpmDkqzfbfN4AbAGsEVVvauqrhpzaZI0dm6hJ0kDqupC4FVJtgDeD7yrm7/8iaq6ZazFaS76V9r2gC8eOHYl8NrJVrQfoQ/bIX4NeGeS/Wg3HdYB/gW4jHYjQXNEt37Ku4B9aNtibjmx64YkqXF1fUmaQpItaWF/G+BjtOBxzVSvkValboG9Z9G20LsS+M/p7u/ds+0Q/5o2T/9xtJsBC4F3V9X5y/s6aPZL8ija99/fAF8GPlBVi8ZYkiTNWIZ8SZqGJE+mDVd+GfAl4Iiq+tl4q5Kk/upucO1A2zpxe+AzwMcM95I0NUO+JK2AJOsDb6T1KF0MHAl8papGDleWJK2YJGvRRn68jTbf/kjguOmOYJGkuc6QL0kroVtp/CW0D6EPA44GjnG7JklaOUkeRptr/0bgB8ARwKkrsP6EJAlXpJWklVJVt1XVF6rqWcDLgacAv0rysSSbj7k8SZoV0jwzyQnAz2mLKj6rqnavqm8b8CVpxdmTL0mrSJKNgL2BNwM/o/VCfbOqprufuSTNCUnWBF5BGw31QOAoYH5VLR5rYZLUA4Z8SVrFutXEX0lbLGodln14vXGshUnSmCXZgHYjdG/gfNrN0K+7rokkrToO15ekVayqbq2qzwFPA14P/BWwKMmHkzxmvNVJ0uqX5Kndlo4X0tYxeV5V7VRVXzXgS9KqZciXpHtINWdW1ctpe4vfCixMclKS53bbQ0lSLyW5T5KXJTmDtrf9BcCmVfXmqvrFeKuTpP5yuL4krUZJ7gu8mjaUv2hbQy2oqpvHWpgkrSJJHsiyrUYvpQ3J/3JV3T7WwiRpjjDkS9IYdL34z6GF/WcCn6HN279grIVJ0krofqY9nTZF6RXAScARVfWTsRYmSXOQIV+SxizJprSFqPYErgT+DTi+qq4ca2GStBzdz69XA3sBfwKOAz5VVVeNtTBJmsMM+ZI0QyS5N7Aj7cPyHsA5tMD/5apaMr7KJGmZJOvTeutfAzwaOIH2s+pH7msvSeNnyJekGaibu/9C2ofovwROpn2IPtV5rZJWtyRr0X4m7UXbMeRrLPuZdNs4a5Mk3ZkhX5JmuCQPBl5J+3D9SOB42ofrn9hrJumekuRewA60m417AD+i/ez5UlXdOMbSJElTMORL0iyS5LEsm/96G+0D94KqWjTOuiT1R5In0X7G7AlcQ/s5c0JV/W6shUmSpsWQL0mzULeS9TNoH8RfQdt/+t+AL1bV78dZm6TZJ8nDaKF+L+ABwALg39zPXpJmH0O+JM1ySdYEdqENqd0FOI0W+L9WVbeOszZJM1eSdYGX0IL9U4H/oP3sOKOq/jTO2iRJK8+QL0k9kmQ94KW0D+1PAU6kfWj/Lz+0S0qyBrAz7abgrsD3aNvefa2qbhljaZKkVcSQL0k9leThwKtoH+bXAf6dtiL2Wa6GLc0d3W4dzwZeALwMuIhl03uuG2dtkqRVz5AvST3Xzd9/Mm1Y7vOBTYFvA18HvllVV46xPEn3gCSPooX659O24fwJ7d/8iVV1yThrkyTdswz5kjTHJNmQNkz3BcBOwMW0D/9fA37ksH5p9unW5vhLWqh/AW3xvG/Q/m1/u6puGF91kqTVyZAvSXNYNz93O5b1+D0E+CYt8J/iSv3SzJXkocButH+7zwUupIX6rwM/8YadJM1NhnxJ0p8l2YQWGJ4P7AD8jBb4vw78vPylIY1NknsD27Ls3+gmwCm0f5/fqqqrx1ieJGmGMORLkkZKshYt6E8M/12TZb2Ep1XVkjGWJ80JSR5E2xrzBd2fl7Nses3Cqrp9jOVJkmYgQ74kabm6xfs2Y9mw/m2Bs+lCf1VdNMbypN7o/q1tybKba08Evsuyf2u/HV91kqTZwJAvSVphSdahLdo3MWz4Zrohw8DZzuWXpi/JRsCzaAtiPh9YwrJpMqdX1a1jLE+SNMsY8iVJd0vX8/gUWjjZCdgGuIzW0z/xuMBFwKQ/L3b5FOCZA491gYW0m2TfqKpfjq9CSdJsZ8iXJK1SSe4DPIk7h5j1aSFmIvSfU1WLx1aktJokeQh3/rewNfBrlv1bOAu4yEUtJUmriiFfknSPm0bQORv4b4OOZrNJbnA9CDgHb3BJklYTQ74kabVbzpDliTD0g6q6cWxFSsuRZH3gGSz7Hn4a8FucqiJJGiNDviRpRugWHxsM/VsBv+TOgelie/s1Dt0e9U/kzt+jG3HXXvrrx1akJEkY8iVJM1SSNWlBfyJQbQf8Ba23/1zgQuAC2jD/m8ZUpnooyf2BxwObd38+FXg6cBVtDv1EqP9FVd0xpjIlSRrJkC9JmjWSbEwL/FuwLIA9FriaFvgvHPrzGnv+NUq3K8TDaN9HE99LE3+uw52/l34GLKyqa8dTrSRJ02fIlyTNat0w6kdy16C2OVDcNfhfCCyyB3Zu6EaEPIa7fn88HriJ9j0x/P3xW28OSZJmK0O+JKmXup7aBzO6p/bBwMXcNeBdVFVLx1Kw7pYk67IsvA/+/34kcBl3DfIXVtXvx1KsJEn3IEO+JGnOSbI2sBl3Df+PAa6gC4G0cHhl97ii+3OxvbyrV5J7AQ8ENuweG3V/PoJlN3HuD/w3dw3zv6yqW1d/1ZIkjYchX5KkTrfP+aNYFvofyp1D5YbAPO4a/IcfVwBXGS6nluS+3DW4Dz82Ah4C3Mhdv8a/ZVmgv8yt6iRJMuRLkrRChoLpcBgdfL4BsISpbwhcQVux/Ubg1tk+QqDrcZ8HrMfU4X3i2JpM/nUZfO4NE0mSpsmQL0nSPWDEEPOpQu/atMB7K3DL0GPpiGMr+whtG8LpPNZagbYTj4m/wx8YHdaHnzv1QZKkVcyQL0nSDDDQC35PhfC1gD8x9U2Au3tD4Y8OmZckabwM+ZIkSZIk9cS9xl2AJEmSJElaNQz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJkiRJ6glDviRJkiRJPWHIlyRJkiSpJwz5kiRJkiT1hCFfkiRJkqSeMORLkiRJktQThnxJkiRJknrCkC9JkiRJUk8Y8iVJmqWSzE9SIx4LB9osmqTNh4autUeSU5Ncn2RpkouSHJtkm+XUMC/JUUmuTXJTkpOSbDyi3V5Jzk1yS9f2c0Pnn5Tk+917X55kvyS5u18jSZLmmvuMuwBJknS3nAq8ZujYH4ee7w98fOjYkon/SHIg8G7gqK7tpcADgZ2BQ4Adp3j/jwAvAl4FXAccDpycZOuquqO7/tuAfwD2BRYCawGbDbz/usC3gdOBbYDHA58FbgIOm+K9JUnSkFTVuGuQJGnOSvIA4J3Ac4DFwGeA/6xp/IJOMh9Yv6p2n6LNIuDoqjp0kvPb0oL326vqyBHnM1ktSdYDrgFeV1ULumMPp90k2K2qvpXk/sDlwB5V9e1JrvO3wEHABlW1tDv2PuBvgY2n87WQJEmNw/UlSRqTrgf7v4B/BJ4FPB84sXu+uuxJ69X/2KiTywnYWwNrAKcMtL8MuADYrju0M3BvYIMk53dD8b+U5NED13kmcMZEwO98C3go8MgV++tIkjS3GfIlSRqfNwGbjzj+3iQPnuY1dk2yZOhx0FCbA0e0mej93wy4pKpun2icZJ+hto+Y5L03BO4Arh06flV3DuDRtM8b7wPeBbyYdmPgu0nuO3Cdq0ZcY+KcJEmaJufkS5I0PttNcnxN4GnAN6ZxjdNpNwsG3TD0/HDgmKFjV0xxzQW03vktgC9x9zoF7kUL9W+rqlMAkrwauBJ4IfCFu3FtSZI0xJAvSdL4DPdeD7pymte4uaouXk6b66ZocxGwfZI1quo2gKpaDCzu5tNP5UraUPz1aXPzJ2wAnNH998TNhPMnTlbV4iS/AyZGCFzZvWbQBgPnJEnSNDlcX5Kk8fkk8KcRx88Bzl1NNRwP3A9460q89sfAbcDzJg502+dtDpzVHfqv7s/HDbRZG9iItkAfwNm0Gw1/MXDt5wG/AxatRF2SJM1ZhnxJksakqn4K/DV37tH/DvCSFVhRfl6SDYcew/P51xnRZr2uhoXAwcAhSY5Isn2STZI8Hdi7e/0dk9S/mDYN4OAkOyXZCjgOOI+2tR9VdRHwFeCIJM9K8gTa9nhXAyd3l/o8cDMwP8kWSV4C/F/gcFfWlyRpxbiFniRJY5ZkTeAJwA1VtWgFXjcfeO2IU5dX1cZdm0XAJiPaLKiqvQau9VLgLcBWwNq0Gw9nAh+tqjNGvH7idfOAQ2mr9K8FnAbs062yP9FmHdq6AC8F0l33HVX1q4E2TwI+Cjwd+D3wr8D+hnxJklaMIV+SJEmSpJ5wuL4kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9YQhX5IkSZKknjDkS5IkSZLUE4Z8SZIkSZJ6wpAvSZIkSVJPGPIlSZIkSeoJQ74kSZIkST1hyJckSZIkqScM+ZIkSZIk9cT/B/+XSseklLmvAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = epochs.plot_sensors(show_names=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is work in progress for now. Help is needed to finish this example!\n",
    "\n",
    "See https://mne.tools/dev/auto_examples/time_frequency/time_frequency_global_field_power.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"Left\"] = data[[\"EEG 001\", \"EEG 002\", \"EEG 004\", \"EEG 005\"]].mean(axis=1)\n",
    "data[\"Right\"] = data[[\"EEG 003\", \"EEG 006\", \"EEG 007\"]].mean(axis=1)\n",
    "\n",
    "data[\"FAA\"] = data[\"Right\"] - data[\"Left\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Frontal Midline Theta (FMT)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Work in Progress. Please help!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/f Electrophysiological Noise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Electrophysiological signal is not a simple superposition of sinusoids of various frequencies, and its spectrum should not be interpreted as such. \n",
    "\n",
    "Individual frequencies are indeed not independent of one another (Milotti, 2002). The EEG power spectrum is dominantly structured by a decreasing function with lower power at higher frequencies that approximates a **1/f pattern** (Pritchard, 1992; Voytek et al., 2015). There is an inverse relationship between frequency and power, and the steepness with which the power drops off as the frequency gets higher is represented by the exponent γ.\n",
    "\n",
    "Estimation of the 1/f exponent γ (Voytek et al., 2015) provides a consolidated view of the differences across bands and can be used to compute the difference between any two frequencies if desired. The 1/f decay exponent is best estimated in the range of 2–30 Hz where baseline drifts, line noise and distortions introduced by band pass filters have the least impact (Newson, 2019).\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
   }
  }
 },
 "nbformat": 4,
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}
